Global TV shipments declined 1% YoY in November 2025, according to Counterpoint Research’s latest Global Monthly TV Tracker, reversing the growth seen in the previous two months. In MoM terms, the shipments fell 15% in November, as September and October shipments had been boosted by inventory accumulation ahead of year-end peak sales.
Samsung remained the leading global TV brand in November 2025, although its shipments declined 3% YoY, resulting in a modest decrease in market share, from 18% in November 2024 to 17%.
TCL continued to expand its presence in the global TV market, narrowing the gap with market leader Samsung. Despite the continued sluggishness in the Chinese market, TCL’s global TV shipments surged 20% YoY, demonstrating the company’s growing competitiveness.
Associate Director Sujeong Lim said, “Offering high-definition technologies such as MiniLED at competitive prices, TCL has received great response from emerging markets such as Eastern Europe and the Middle East and Africa (MEA), which are relatively cost-sensitive.”
Another Chinese brand, Hisense, maintained its third place, but its shipments declined 13% YoY. This manufacturer is heavily reliant on its home market, which accounted for 27% of its total shipments in the first half of 2025, and was hit hard by a 24% YoY decline there.
LG Electronics recorded a 7% YoY increase in shipments, raising its market share from 8% to 9%. With comparatively lower exposure to China, LG benefited from strong momentum in the North American and Latin American markets, where shipments grew 8% and 29% YoY, respectively.
Thanks to the successful completion of the Vizio acquisition in December 2024, Walmart saw significant YoY growth, quickly moving up to the top five. With its own brand, ONN, and subsidiary Vizio, the company is now emerging as Samsung’s strongest competitor in North America.
Research Director Bob O’Brien said, “For the year through November, Samsung’s lead over TCL remained stronger. Samsung’s share of TV shipments through November held steady at 16%, as total shipments decreased by 0.6%. In 2026, Samsung will remain the global TV market leader, while Chinese brands such as TCL, Hisense and Xiaomi will rapidly expand their presence across various segments. In particular, they are increasing shipments in high-growth segments such as MiniLED and mid-to-large-size screens, increasing competitive pressure.”
OBSBOT, an industry leader in smart videography technology, today announces the global launch of the OBSBOT Tiny 3 and OBSBOT Tiny 3 Lite, a new generation of AI-powered 4K PTZ webcams designed around one core belief: delivering studio-grade audio and outstanding video in one seamless experience.
The Tiny 3 Series sets a new benchmark for professional webcams by combining studio-grade spatial audio, flagship-level imaging, and industry-leading AI intelligence in an ultra-compact aluminum-alloy body. Designed for content creators, podcasters, remote professionals, educators, and live streamers, the series delivers premium sight and sound—without external microphones, cable clutter, or complex setups.
“With traditional webcams, audio quality is often an afterthought,” said Liu Bo, CEO of OBSBOT. “With the Tiny 3 Series, we rethought professionals and creators’ real needs: Video quality still matters, but audio, intelligence, and ease of use are just as critical. Tiny 3 delivers flagship imaging in an ultra-compact form for creators who want the best, while Tiny 3 Lite brings the same professional audio and AI experience to everyday workflows at a more accessible level. Together, the Tiny 3 Series gives users the freedom to choose the performance that best fits how they create and communicate.”
Revolutionary Top-Tier Spatial Audio Performance
Both Tiny 3 and Tiny 3 Lite feature an industry-leading triple silicon MEMS microphone array, combining one omnidirectional and two directional microphones powered by Sisonic MEMS technology. This architecture—commonly found in premium TWS earbuds and professional audio equipment—delivers:
The result is clear, natural, and immersive sound that rivals dedicated microphones—directly from a webcam.
To adapt seamlessly to different creative and professional scenarios, the Tiny 3 Series offers five dedicated audio profiles:
Pure Audio Mode – Zero processing, studio-grade capture for music recording, ASMR, and precision post-production
Spatial Audio Mode – Immersive stereo with enhanced left-right separation-perfect for vlogs and ambient storytelling where soundscape is key
Smart Omni Mode – AI-powered 360° pickup that balances vocals and ambient sound for meetings, group discussions, and multi-speaker streams
Directional Mode – Focus on the voice in front while cutting surrounding noise-ideal for solo presentations and podcasts in noisy spaces
Dual-Directional Mode – Capture clear audio from front and rear while rejecting side noise-built for interviews, two-host podcasts, and face-to-face conversations
With Voice Locator, the Tiny 3 Series doesn’t just hear you—it finds you. Using spatial audio positioning, the webcam detects the direction of speech, smoothly rotates the gimbal, and initiates tracking automatically. Combined with voice commands like “Hi Tiny,” users can start recording or meetings from anywhere in the room. The series also supports the OBSBOT Vox SE wireless lavalier for cable-free professional audio.
Flagship Imaging in the Tiniest 4K PTZ Webcam
Tiny 3 features the smallest 4K PTZ webcam design in the world, at just 63 g and 37 × 37 × 49 mm, compact enough to disappear into any professional or creator setup. Inside this compact body is a 1/1.28-inch flagship CMOS sensor, delivering:
4K@30fps video and 1080p@120fps high-frame-rate capture
Advanced DCG HDR for balanced highlights and shadows without motion blur
Wide ISO 100–12800 range for excellent low-light performance
Ultra-fast Dual All-Pixel PDAF autofocus for confident live demos and movement
The result is crisp, cinematic video quality that rivals dedicated cameras—now in the smallest PTZ webcam ever built.
The slightly larger Tiny 3 Lite (73g, 41×41×58mm) brings professional imaging to a wider audience, featuring a 1/2-inch stacked CMOS sensor with advanced HDR algorithms, fast All-Pixel PDAF autofocus, and excellent low-light handling (ISO 100–6400). Supporting 4K@30fps and 1080p@120fps, it delivers smooth, reliable performance in a lighter, more portable integrated-stand design.
Industry-Leading AI Tracking 2.0
Powered by OBSBOT’s latest AI algorithms—refined from its professional Tail Series—the Tiny 3 Series introduces AI Tracking 2.0, delivering precise, reliable, and customizable tracking without constant manual adjustment.
Key capabilities include:
Accurate tracking of individuals, groups, hands, and objects, with “Only Me” Mode for locked single-subject focus and Zone Tracking for professional framing control
Auto Zoom, customizable composition lines, and Face Framing for professional-looking shots
Voice Tracking, combining audio positioning with visual tracking for hands-free operation
Multiple AI Modes, including dedicated Desk Mode and Whiteboard Mode (exclusive to Tiny 3), plus Hand Tracking
Intuitive gesture and voice controls for fluid, interruption-free workflows
Powerful software for pro control
Through OBSBOT Center and Obsbot live, users unlock DSLR-level creative controls, including exposure and gamma curve adjustment, manual white balance tuning, NVIDIA Maxine Eye Contact, background blur and replacement, overlays, and more—turning any desktop setup into a compact production studio.
Two new software innovations further expand creative possibilities for presentations, streaming and creative production:
RTC Remote Interaction enables real-time, bidirectional audio and video at 720P with sub-200ms latency, allowing remote participants to control PTZ, zoom, and AI tracking directly via browser.
Virtual Camera (VR) Features, powered by the OBSBOT Toolkit, turn Tiny 3 into a motion-capture-free virtual camera system with AI Tracking, pre-built avatars and scenes, and one-click switching between virtual avatars, voice tones, and environments.
Seamless OBSBOT Ecosystem integration
The Tiny 3 Series integrates effortlessly with the broader OBSBOT ecosystem, supporting:
Consumer watchdog issues guidance for restaurants, cafes, hair salons and other service providers as new technologies change the landscape of tipping
New tipping research from the Competition and Consumer Protection Commission (CCPC) has revealed that:
9 in 10 consumers tip at least some of the time
Women and over 35s are more likely to tip
2 in 3 believe tipping is becoming less voluntary
3 in 4 would like to see businesses make it easier to opt out of tipping
1 in 5 have recently paid a bill that included an unexpected extra charge
1 in 4 consumers who have encountered standalone tipping terminals have tapped them by mistake
New guidance
The CCPC has issued new guidance based on the research to help restaurant owners and other traders decide how best to collect tips with new technologies.
Published on the CCPC website and sent to industry bodies, the guidance states:
Tipping on a payment terminal should be easy to avoid
Prevent accidental tipping by keeping tipping terminals separate and clearly labelled
Mandatory service charges must be very clearly communicated in advance
Optional service charges must never be automatically added to a bill
Simon Barry, Director of Research, Advocacy and International at the CCPC said,
“Newer technologies like payment screens and tipping terminals are changing the way we tip for services. It’s important that businesses using these technologies do so in a way that protects the consumer’s right to decide whether and how much to tip.
“Transparency is vital. Any mandatory service charges must be flagged well in advance, optional charges must never be automatically added to bills, and tipping terminals should be placed away from payment terminals to avoid any confusion.”
The Competition and Consumer Protection Commission (CCPC) is the statutory body responsible for enforcing and promoting compliance with competition, consumer protection and product safety law, with new and expanding roles in digital and data regulation. We make markets work better for consumers and empower consumers to make informed choices. For more information, visit ccpc.ie
A Growing Number of Business Decisions Now Start With an AI Query – Not a Google Search
Something fundamental has shifted in how businesses and consumers find service providers. When a procurement manager needs to shortlist software vendors, when a marketing director researches agency options, when a business owner looks for specialist expertise – increasingly, the first question goes to an AI assistant rather than a search engine.
ChatGPT, Google’s AI Overviews, Perplexity, Microsoft Copilot – these tools now handle a growing proportion of “who should I hire?” and “which company should I use?” queries. The businesses appearing in those AI-generated answers get considered. Those invisible to AI don’t even know they’ve been excluded from the conversation.
ProfileTree, the Belfast-based digital agency that works with tech companies across Ireland and the UK, has been tracking this shift since AI search tools gained mainstream adoption. The pattern emerging is clear: Irish tech companies with strong products and genuine expertise are losing visibility to competitors who’ve adapted their digital presence for how AI systems evaluate and recommend businesses.
This isn’t a distant future concern. It’s happening now, and most Irish tech companies haven’t recognised the shift – let alone responded to it.
The Shift from Rankings to Recommendations
Traditional search worked on a simple model: optimise your website, build backlinks, rank higher, get more clicks. Companies invested in SEO, achieved good rankings for target keywords, and generated steady organic traffic. This model still functions – but it’s no longer the complete picture.
AI recommendation operates differently. When someone asks an AI assistant “Who are the best cybersecurity firms in Ireland?” or “Which agencies handle B2B tech PR in Dublin?”, the AI doesn’t return a list of ten blue links to evaluate. It synthesises information from across the web and recommends two or three companies it deems most credible – often explaining its reasoning.
The implications are significant. In traditional search, appearing on page one meant visibility alongside nine competitors. In AI recommendation, appearing at all often means being one of just a handful of mentioned options. And not appearing means complete exclusion – prospects never learn your company exists.
Gartner and other analyst firms have projected that up to 25% of organic search traffic could migrate to AI-powered interfaces in the coming years. For B2B tech companies, where purchase decisions often begin with research queries, the shift may be more pronounced.
Why Strong SEO Doesn’t Guarantee AI Visibility
Irish tech companies that invested heavily in SEO over the past decade often assume those efforts protect them. They rank well for target keywords, generate steady organic traffic, and see their brand appear in traditional search results. This creates dangerous complacency.
AI recommendation rewards different signals than traditional SEO. Search engine optimisation focuses on technical factors, backlink profiles, and keyword targeting. AI recommendation focuses on clarity, consistency, credibility signals, and the breadth of your digital footprint across multiple sources.
A company might rank first on Google for “Dublin fintech development” through solid SEO work, yet never appear when someone asks ChatGPT the same question. The AI isn’t simply replicating Google’s rankings – it’s forming its own assessment of which companies are credible enough to recommend based on information synthesised from across the web.
This explains an emerging pattern: established players with strong SEO being overlooked while smaller competitors with clearer digital positioning appear in AI recommendations. The smaller company might have inferior backlink profiles but superior clarity – consistent descriptions everywhere, reviews on multiple platforms, clear statements of expertise. AI systems find them easier to understand and trust.
The pattern parallels other marketing blind spots in Irish tech. As explored in TechBuzz Ireland’s analysis of why Irish tech companies are failing at sustainability marketing, the sector repeatedly demonstrates strong operational capabilities but poor communication of those capabilities. AI visibility is the latest manifestation: companies doing excellent work that AI systems can’t identify or recommend because the digital signals are missing or muddled.
Clarity of identity and offering. AI systems need to understand precisely what a company does, who it serves, and where it operates. Vague descriptions like “innovative technology solutions” or “digital transformation partner” give AI nothing concrete to work with. Specific statements – “enterprise software development for financial services companies across Ireland and the UK” – are far more useful for AI trying to match queries to recommendations.
Consistency across sources. AI cross-references multiple sources when assessing a business. If your website describes you as a “software development agency,” your LinkedIn says “technology consultancy,” and your Google Business Profile lists “IT services,” the inconsistency reduces AI confidence. Companies with identical core descriptions across every platform signal reliability.
Third-party validation. AI systems weight independent sources heavily. Review profiles on platforms like Trustpilot, Google, Clutch, and industry platforms create external validation AI can reference. Press coverage, industry awards, directory listings, and professional body memberships all contribute. Companies relying solely on their own website claims lack the corroborating evidence AI needs to recommend with confidence.
Breadth of digital presence. Appearing across multiple credible platforms – industry directories, review sites, professional networks, local business listings – creates the distributed footprint AI trusts. A company with strong presence only on their own website appears less established than one appearing consistently across relevant platforms.
Specificity of proof. AI favours concrete, verifiable information over vague claims. Statements like “12 years in operation,” “worked with over 1,000 clients,” or “5-star rating across 450 reviews” give AI something to reference confidently. “Extensive experience” and “trusted by many clients” cannot be verified or cited.
ProfileTree, for example, has built the kind of distributed digital presence AI systems can assess: founded in 2011, over 450 five-star reviews on Google, 60+ five-star reviews on Trustpilot, presence on industry platforms, and consistent service descriptions across sources. These signals create the clarity AI needs when recommending digital agencies for Belfast and Northern Ireland queries.
The Sectors Facing Greatest Risk
Certain Irish tech sectors face disproportionate exposure to AI invisibility.
B2B SaaS companies depend on being discovered during research phases of purchasing decisions. When procurement teams and department heads increasingly use AI assistants for initial research, companies invisible to AI miss the shortlist entirely. Unlike consumer products where existing brand awareness might carry through, B2B tech purchases often begin with open-ended queries where AI invisibility can be fatal.
Professional services firms – consultancies, development agencies, managed service providers – compete in categories where AI recommendations carry particular weight. Queries like “best IT consultancies in Dublin” or “top software development agencies in Ireland” produce AI answers that directly influence which companies get contacted.
Emerging technology specialists in AI, cybersecurity, fintech, and medtech face intense competition where differentiation matters. These sectors attract new entrants constantly, and AI systems may recommend newer companies with clearer digital positioning over established players with stronger track records but weaker digital signals.
Regional tech companies outside Dublin face compounded challenges. AI systems drawing on web-wide data may default to Dublin-centric recommendations unless companies in Cork, Galway, Limerick, and elsewhere have explicitly clear geographic signals. A Galway software company with ambiguous location information might never appear in “tech companies in the West of Ireland” queries.
The Measurement Problem
Most Irish tech companies can’t quantify their AI visibility because they’ve never measured it. Traditional analytics track website visits, keyword rankings, and conversion rates – none of which capture whether you’re being recommended by AI assistants.
This measurement gap allows the problem to grow undetected. Companies continue investing in SEO and paid advertising while a growing channel – AI recommendation – delivers enquiries to competitors. Without tracking, the lost opportunities remain invisible.
Basic measurement requires regularly testing how AI systems respond to queries your customers might ask. What happens when you ask ChatGPT, Perplexity, or Google’s AI Overview “Who are the best [your category] companies in Ireland?” Does your company appear? How is it described? Which competitors show up instead?
Companies that conduct these audits often discover uncomfortable gaps between their perceived market position and their AI visibility. Testing takes minutes and costs nothing – yet most companies have never done it.
What’s Actually Required
Fixing AI invisibility isn’t about gaming algorithms or implementing quick tricks. It requires fundamental clarity about how you present your business across the digital landscape.
Audit your current state. Test AI responses to relevant queries. Document where you appear and where you don’t. Identify competitors who appear when you don’t and analyse what makes their digital presence more AI-friendly.
Establish consistent identity. Ensure your business name, description, location, and service offerings are identical across your website, Google Business Profile, LinkedIn, industry directories, and every other platform where you appear. Eliminate variations that create confusion.
Build distributed credibility. Develop presence across relevant platforms beyond your website. Industry directories, review sites, professional networks, local business listings, and sector-specific platforms all contribute to the breadth of footprint AI systems evaluate.
Accumulate third-party validation. Systematically build reviews across multiple platforms – not just Google. Pursue press coverage, industry recognition, and directory inclusions that create independent corroboration of your credibility.
Create AI-friendly content. Ensure your website contains clear, specific, factual statements about your expertise, experience, and credentials. AI systems need quotable information they can reference with confidence. Marketing language designed to sound impressive but say little gives AI nothing useful to work with.
Maintain and update. AI systems favour current information. Outdated content, old team information, and stale descriptions signal neglect. Regular updates demonstrate active, credible operation.
The Window of Opportunity
The current period represents an unusual opportunity for Irish tech companies willing to adapt quickly. AI search is growing but hasn’t yet become universal. Most competitors haven’t recognised the shift or taken action. Companies that establish strong AI visibility now build advantage before the market catches up.
This mirrors patterns from early SEO adoption. Companies that invested in search optimisation in the early 2000s built positions that later entrants struggled to displace. AI visibility may follow similar dynamics – early movers establishing presence that becomes difficult for latecomers to challenge.
The risk of inaction compounds over time. As AI assistants become more prevalent, the proportion of opportunities influenced by AI recommendations grows. Companies invisible to AI today lose a small percentage of potential business; the same companies invisible to AI in two years may lose dramatically more.
Ciaran Connolly, founder of ProfileTree, puts it directly: “Irish tech companies have spent years building products, expertise, and reputations that genuinely deserve recognition. The frustration is watching them miss opportunities because AI systems can’t find or understand them. AI visibility isn’t about being the best – it’s about being clear enough that AI can see what you offer.”
The Broader Context
AI invisibility connects to broader challenges in how Irish tech companies communicate their value. Strong operational capabilities paired with weak external communication is a recurring pattern – evident in sustainability marketing challenges, employer branding struggles, and now AI search visibility.
The common thread is a gap between what companies actually do and what the outside world – including AI systems – can perceive and understand. Closing that gap requires treating external communication with the same rigour applied to product development and operations.
For Irish tech companies, the immediate priority is clear: assess your current AI visibility, identify gaps, and begin building the digital presence that AI systems can understand and trust. The companies taking action now will capture opportunities; those waiting will wonder why enquiries are going elsewhere.
Frequently Asked Questions
How do I check if my company appears in AI recommendations?
Test the AI assistants your customers might use – ChatGPT, Google’s AI Overview, Perplexity, Microsoft Copilot. Ask questions like “Who are the best [your service] companies in Ireland?” or “Which [your category] providers should I consider in [your city]?” Note whether you appear, how you’re described, and which competitors are recommended instead. Repeat monthly to track changes.
Does Google ranking still matter if AI is becoming important?
Traditional Google rankings still matter significantly – AI hasn’t replaced conventional search, and won’t entirely. However, AI recommendation is growing as an additional channel. Companies need both: strong SEO for traditional search visibility and clear digital presence for AI recommendation. The clarity that helps AI visibility often improves traditional SEO performance too.
How long does it take to improve AI visibility?
Meaningful improvement typically takes three to six months of consistent effort. Some elements – fixing inconsistencies, updating content – can be addressed quickly. Others – building reviews, accumulating press coverage, establishing directory presence – require sustained activity over time.
Is this relevant for smaller companies or mainly large enterprises?
AI visibility may actually benefit smaller companies more than large ones. AI systems don’t automatically favour market leaders – they favour clarity and credibility signals. A focused smaller company with clear positioning, strong reviews, and consistent presence can appear in AI recommendations ahead of larger competitors with muddled digital footprints.
What’s the single most important thing to fix first?
Consistency. Ensure your business description, services, and location are identical across your website, Google Business Profile, LinkedIn, and any directories where you appear. Inconsistencies are a common reason AI systems lack confidence to recommend businesses. This fix requires no budget – just attention to detail across platforms you already control.
ProfileTree is a Belfast-based digital agency working with tech companies across Ireland and the UK on web design, SEO, content strategy, and AI visibility. The agency holds 60+ five-star reviews on Trustpilot and over 450 five-star reviews on Google, demonstrating the distributed review presence that influences AI recommendation.
AI-powered visuals are reshaping how songs come to life on screen. A few clicks can now do the work of an entire film crew. Analysts value the generative-AI-in-music market at about $643 million in 2024 and project it to top $3 billion by 2030, a 29% yearly climb. With that growth comes an overcrowded toolbox, so we spent three weeks pressure-testing 18 platforms and ranked the seven that deliver the best results for your budget and your audience.
How We Picked The Winners
We didn’t rely on flashy promo reels or influencer hype. We spent three solid weeks hammer-testing every major AI music-video platform we could access, 18 tools in total, then scored each one on six make-or-break factors.
Visual quality came first. If footage looked blurry, glitchy, or flat, it was out. A music video should turn heads, not spark a Reddit roast.
Next was synchronization. A clever algorithm that hits the downbeat is worth more than a thousand stock clips. We checked whether each tool sensed tempo shifts, verse breaks, and subtle vocal swells.
Neuralframes.com is a prime example.
According to Neural Frames’ ai music video generator Autopilot page, a three-minute song renders in about five minutes while the engine locks every cut to the track’s kicks, snares, and vocal peaks using audio-reactive keyframes.
That real-time sync became our benchmark during testing, and the free 20-credit sandbox lets you verify the precision before opening your wallet.
Ease of use mattered. You deserve speed, not a night class in node-based compositing, so clear menus and one-click workflows earned big points.
Feature depth followed. Can you storyboard multiple scenes, swap models mid-track, and export vertical plus widescreen in the same session? The richer the toolbox, the higher the score.
Speed and stability sat close behind. We timed every render and noted crashes. If a platform stalled longer than the song itself, we docked it.
Finally, we checked pricing and rights. Transparent plans, fair credit models, and clear commercial licenses separated serious players from quick cash grabs.
Each factor carried its own weight, yet visual polish and beat accuracy led the pack. After testing, only seven tools cleared our high bar, and together they cover creative needs from rooftop lyric videos to cyberpunk epics.
Scan The Field At A Glance
Before we explore each platform, here’s the overview.
Spend thirty seconds with the scorecard below and you’ll see which tools meet your top priorities, whether that is razor-sharp 4K footage, one-click beat-sync, or a price that keeps the merch budget intact.
Tool
Visual punch
Beat accuracy
Ease of use
Creative control
Render speed
Value
Neural Frames
★★★★☆
★★★★★
★★★☆☆
★★★★☆
★★★★☆
★★★★★
LTX Studio
★★★★★
★★★☆☆
★★☆☆☆
★★★★★
★★★☆☆
★★★☆☆
Runway ML
★★★★★
★★☆☆☆
★★☆☆☆
★★★★☆
★★★☆☆
★★☆☆☆
Kaiber
★★★★☆
★★★★☆
★★★★☆
★★★☆☆
★★★★☆
★★★☆☆
Revid AI
★★★☆☆
★★★★☆
★★★★★
★★☆☆☆
★★★★★
★★★★★
PlazmaPunk
★★★★☆
★★★★☆
★★☆☆☆
★★★★★
★★★☆☆
★★★★☆
Shai Creative
★★★☆☆
★★★★★
★★★★☆
★★★☆☆
★★★★★
★★★★☆
Stars compare the tools within this list, not the entire industry. Treat them as pointers to each platform’s strongest lanes and skip what you don’t need.
1. Neural Frames: Autopilot Videos That Hit Every Beat
Imagine handing your song to an editor who instantly feels its groove, slices footage to every snare, and nails the drop without a single note from you. That is Neural Frames, an ai music video generator that nails the drop without a single note from you.
Upload the track, choose Autopilot, and the engine dissects tempo, stems, and emotional contour. In about the time it takes to refill your mug, you get a full-length video whose cuts land right on the one.
Prefer more control? Switch to the timeline view. Your waveform appears like a DAW session. Drag markers, assign fresh prompts to choruses, swap visual models on the bridge, and let the system handle the transitions.
Neural Frames Autopilot and beat-synced timeline interface screenshot.
Quality matches creativity. Multiple backend models, such as Runway Gen-3 and custom Stable Diffusion forks, render up to true 4K. Character-consistency tools carry a logo or mascot from verse to verse, so branding never wanders.
Plans start at $19 a month, with a free 20-credit sandbox to test the waters. Credits roll over, so if you start on the starter plan at Neuralframes.com, you can carry unused minutes into the next month. For musicians who want pro-level sync without touching a timeline, Neural Frames is a reliable set-and-forget option.
2. Ltx Studio: Cinematic Control Without The Crew
If your song needs a mini-movie, LTX Studio is the place to start.
You storyboard in plain language. “Neon skyline at dusk, singer on a rooftop.” The platform turns that line into a fully lit, camera-tracked shot. Add another prompt and it builds the next scene while keeping characters and colors consistent.
Quality stands out. Footage lands in true 4K, faces stay consistent, and even wind-whipped hair looks natural. Because you adjust camera angles, lighting, and pacing inside the browser, the process feels closer to directing than prompting.
Expect a learning curve. You pay with “compute seconds,” and early sessions vanish quickly while you experiment. Once you find a groove, a one-minute concept video can finish in less time than it takes to brew coffee.
Pricing starts at $15 a month with a free trial. That tier covers personal releases, so indie artists can drop a film-grade clip on day one without draining the gas fund.
3. Runway Ml: The Vfx Playground In Your Browser
Runway feels less like an app and more like a box of cinematic superpowers.
Fire up Gen-3 or Gen-4, type “slow-motion rain on neon streets,” and 10 seconds of moody footage appears. Want something wilder? Feed the same clip into Motion Brush and paint movement onto a static skyline. Effects that once needed a blockbuster budget now sit in your browser.
Runway ML Gen-3 and Motion Brush VFX editor screenshot.
Because each generation tops out at about 10 seconds, you stitch clips on the built-in timeline. That extra step rewards planners: map chorus hits to new prompts, fade bridges with soft bokeh, and your 3 minute video snaps together like Lego.
Runway does not auto-sync. You drag clips until snare drums land on clean cuts, just like in Premiere. Editors enjoy that freedom. Newcomers may groan, yet the payoff is precision.
Credits power everything. The starter plan supplies enough to create a 30 second teaser in 4K. Bigger visions call for tiers of $15 and up, or single credit packs. Even a long night on Runway costs less than renting one fog machine.
4. Kaiber: Art-School Flair At Streaming Speed
Kaiber doesn’t just animate your song; it turns it into a moving canvas.
Drop an image, paste a prompt, and the platform breathes life into the artwork, timing scene flips to kick drums and vocal peaks. Picture watercolor wolves dissolving into cosmic dust on the bass drop. Most renders finish before the chorus ends.
Three modes keep sessions fresh: Flipbook adds hand-drawn jitter, Motion provides smooth pans and zooms, and Transform remolds existing footage into bold new styles. The new Storyboard feature chains prompts, so entire verses evolve instead of looping five-second segments.
Exploration costs $29 a month because there is no permanent free tier. The upside is unlimited experimentation within your credit pool, with no daily caps or watermarks. For visual originality per dollar, Kaiber delivers strong value.
The tool is not surgical. You can nudge intensity or color but cannot fine-tune every frame. Embrace the spontaneous brushstrokes, and you will leave with videos vibrant enough for a Spotify Canvas or a full stage backdrop.
5. Revid Ai: Social-Ready Videos In One Coffee Break
Need a vertical clip for tomorrow’s release blitz? Revid is the fastest option in this group.
Drop your song, pick a vibe—bright pop, gritty noir, glitchcore—and the engine assembles stock footage, AI loops, and kinetic text, all sliced to tempo and syllable. Verse lines flash as you sing them, and hooks land right on the beat.
Revid AI vertical social video templates and kinetic text editor screenshot.
Because templates drive the experience, results look polished from the first render. Adjust a color accent, swap a clip, then export. Most projects finish in under two minutes, with no watermark on the paid tier.
Visual depth is lighter than the artsier tools above. Think polished TikTok, not Blade Runner. For teaser trailers, lyric shorts, and sponsor shout-outs, Revid meets the brief.
Pricing starts with a free tier, but HD downloads live behind a $19 monthly plan. That fee undercuts a freelance editor and unlocks unlimited, no-queue exports, ideal for artists who post content as often as they release singles.
6. Plazmapunk: Open-Source Power For The Mad Scientist
PlazmaPunk feels like stepping into a secret lab where every knob invites a twist.
The app listens to your track, maps peaks and lulls, then routes those pulses through open-source models such as SDXL and Kandinsky. You decide which model drives each section, how color histograms carry over, and the exact prompt switch at bar 64.
Daily generation limits keep GPU bills sane. The free tier grants 20 seconds. €5 buys a full minute each day, and €12 buys five. Because seconds reset at midnight, you iterate in steady bursts instead of burning through credits overnight.
Outputs lean experimental: ideal for live VJ loops, psychedelic interludes, or any genre that thrives on visual chaos. If you need polished narrative, look elsewhere. If your brand celebrates glitch art, chromatic melt, and happy accidents, PlazmaPunk is your playground.
Developers take note: an API lets you auto-generate visuals for an entire catalog. Imagine every back-catalog track receiving beat-synced art while you sleep. That is the kind of tinkering this punk lab was built for.
7. Shai Creative: Lyric-First Visuals For Storytellers
Some songs live and die by their words, and Shai turns those syllables into storyboards before adding motion to every line.
Paste your lyrics or let the platform auto-transcribe. In seconds, it generates a reel of AI-illustrated frames, each aligned to its timestamp. The process feels as if a director mapped your entire narrative overnight.
Select “Animate” and the stills gain gentle pans, zooms, and light particle movement. Captions arrive pre-synced, so a polished lyric video sits one export away. If a frame misses the mood, tweak the prompt and regenerate only that slice—no need to redo the whole song.
Resolution tops out at 1080p on the $9 plan, which also adds vertical and square formats for Shorts and Reels. Character consistency can wobble on longer stories, yet for single-verse videos or social snippets, the subtle shifts add charm rather than chaos.
Bottom line: if your lyrics deserve a spotlight, Shai gives them a stage without demanding an editing degree.
Rights, Licensing, And Platform Policies
Great visuals mean nothing if you cannot legally post them.
Most AI video platforms now grant full commercial rights to your downloads as long as you own the underlying music. Read the fine print before you hit upload, especially if you plan to run ads or sell the video as an NFT.
Platform rules matter too. On July 18, 2025, YouTube announced that it would demonetize “inauthentic, repetitive” AI uploads that flood the feed. Artist-driven clips remain safe, but spammy loops risk yellow-dollar status. Keep edits fresh and add human touches such as captions, b-roll, or behind-the-scenes footage to stay compliant.
Copyright law is catching up as well. An August 2025 report from the U.S. Copyright Office confirmed that AI-assisted works qualify for protection when meaningful human input exists. Your prompt choices, scene edits, and color tweaks count, so document your process and save drafts in case of disputes.
Bottom line: own your audio, choose tools with clear licenses, and avoid low-effort spam. Do that and your AI video can stream, sell, and scale without legal headaches.
Choose The Right Tool For Your Next Release
Start with the outcome.
If you crave cinematic storytelling and have time to tweak, LTX or Runway will reward your patience with frame-perfect drama.
Need trippy art that drops tomorrow? Spin up Kaiber and let Autopilot ride the beat.
Want a full-length video in minutes, synced tighter than a session drummer? Neural Frames is the fast lane.
If social speed matters most, think vertical teasers or daily Reels; Revid edits itself while you refill the coffee.
Tinkerers and live-show VJs should keep PlazmaPunk in their back pocket for nightly experiments, while lyric-focused writers will find Shai’s storyboard flow tough to top.
Match your priority, whether quality, speed, narrative, or price, to the column that shines in our table. Pick one platform and dive deep. Mastery of a single tool outperforms dabbling in five. Your audience will notice the focus.
Irish game developers’ ability to punch above their weight in the competitive international games industry, and turn ambitious concepts into playable prototypes, has been boosted by IndieDev 2025.
IndieDev 2025, a cross-border fund programme supporting indie video game developers in Dublin, Galway, Antrim, Armagh, Tyrone, Laois, Clare, Tipperary, Kilkenny, and Down, each received £15,000/€15,000 and 12 weeks of intensive mentorship to bring their visions to life.
Sharp Glass Games, Universe or Nothing, Reliable Plumbing Services, Space Lion Studios, Table Topple, Rúcach, Silly Goose Games, and Round Robin Interactive were the 2025 recipients of this pioneering programme managed by Galway-based Ardán and Dublin-based Imirt on behalf of Northern Ireland Screen and Fís Éireann/Screen Ireland.
The emerging developers were paired with industry mentors Dave McCabe (Spooky Doorway), Sam Redfern (Psychic Software), and Paul Froggatt (Outlier Games), who all shipped games to international markets last year and who brought their hard-won expertise to the programme.
From this, a variety of game prototypes have emerged, showing the diversity and creativity of the games development sector in Ireland: a hot air balloon simulator, a stealth-puzzle game, a meditative, cozy game, a roguelike strategy game, a 3D action-adventure platformer, a minimalist pinball-inspired perseverance platformer, a soft post-apocalyptic romance adventure visual novel, and a first-person, stealth exploration game.
“IndieDev is the best thing that could have happened to us as a newcomer game studio,” said Sharp Glass Games Irina Kuksova. “Being on the programme was key for connecting with professionals who helped us to test assumptions, try new approaches and get a better understanding of the industry. The funds gave us time to work on the project, while the commitment to deliver sped up our work. We are publishing the Deathwish Bloom prototype next month and are looking forward to growing further.”
“IndieDev gave us the space and structure to turn Persevere from an ambitious concept into a working, playable game,” said Universe Or Nothing’s Mark Aherne. “The mentorship, workshops, and focused development time helped us validate our ideas, sharpen our design, and build a prototype we’re extremely excited about. It’s been a huge step forward for the project and for us as a studio.”
“IndieDev is a great programme,” said Colm Larkin, Imirt CEO and founder of game studio Gambrinous. “If something like this had been around when I started my studio 12 years ago, I would have jumped at the chance to take part. There’s a real sense of things coming together in Ireland for games right now.”
The momentum built by IndieDev’s success continues with Sparks: Game Changers, a pilot career development course for people of underrepresented genders in the games industry. Run by Ardán in collaboration with Code Coven and supported by Screen Ireland, the programme tackles the soft skills that directly affect career progression—confident communication, self-advocacy, and job-hunting readiness in an industry still shaped by bias and power imbalances.
Ardán and the Irish Games Industry:
Other games industry initiatives in Ireland run by Ardán included the annual FÍS Games Summit, a pivotal gathering for the games industry in the West of Ireland, attracting international speakers; the Galway branch of the Irish Games Talent Incubator; Run For The Border which mentors and nurtures game dev talent in the border counties; and the Galway Film Fair Games Event at Galway Film Fleadh.
Ardán was also one of seven Galway organisations awarded funding under The Communicating Europe Initiative, managing the GameDev Connect Europe development project strand. This brought together game developers in Ireland, Iceland, Greenland, Finland, and Sweden, highlighting how the games industry can work remotely and across borders, while also focusing on collaboration, knowledge-sharing, and community engagement.
How can your business eliminate costly product giveaway, ensure regulatory compliance, and maintain consistent quality across every single item that leaves your production line? The answer lies in implementing the right checkweigher systems in Ireland – a technology that has become indispensable for manufacturers seeking to optimise their operations.
In this article, let’s explore affordable checkweigher solutions tailored for your business in Ireland.
Checkweigher Systems in Ireland
Checkweigher systems, also referred to as weighing machinery in Ireland have revolutionised quality control processes across manufacturing facilities, from Dublin to Cork, Belfast to Galway. These sophisticated weighing solutions provide automated verification of product weights during production, ensuring every item meets predetermined specifications. For manufacturers operating in competitive markets, checkweigher systems represent an essential investment in operational excellence and regulatory compliance.
Overview of Checkweigher Technology
Checkweigher technology combines precision weighing components with advanced electronics and software to create automated inspection systems. At the heart of every system lies a load cell – a sophisticated transducer converting mechanical force into electrical signals. Modern checkweigher systems in Ireland achieve remarkable accuracy, measuring weights from milligrams to hundreds of kilograms.
The weighing process occurs as products traverse conveyor systems integrated within production lines. Dynamic checkweighers measure items in motion, whilst static systems weigh products individually. Advanced signal processing algorithms compensate for environmental factors, including vibration and temperature variations.
Importance of Checkweighers in Various Industries
The significance of checkweigher systems in Ireland extends from regulatory compliance to financial performance. In the food industry, checkweighers ensure that packaged products meet declared weights, thereby protecting both consumers and manufacturers.
Pharmaceutical manufacturers face stringent requirements where weight verification contributes directly to patient safety. Healthcare and veterinary sectors similarly depend on precise weighing. Beyond compliance, checkweigher systems deliver tangible financial benefits through reduced product giveaway, decreased waste, and improved efficiency.
Types of Checkweigher Systems
Understanding different checkweigher configurations enables informed decision-making when specifying equipment for your application.
Static Checkweighers
Static checkweigher systems weigh products individually in stationary positions, with items placed manually or automatically onto weighing platforms. These systems excel in applications requiring exceptional accuracy, particularly for high-value products.
Static checkweighers find particular application in pharmaceutical production, laboratory environments, and quality control inspection stations. Their operation eliminates dynamic forces present in moving production lines, enabling measurement precision often exceeding that achievable with dynamic systems. Modern static checkweighers incorporate automatic rejection systems, removing non-conforming items without manual intervention.
Dynamic Checkweighers
Dynamic checkweigher systems weigh products in motion as they traverse production lines, offering high-speed inspection capabilities essential for modern manufacturing. These inline systems integrate directly into conveyor networks, inspecting items at rates matching production speeds whilst maintaining specified accuracy tolerances.
Contemporary systems deliver accuracy approaching static checkweighers whilst processing hundreds of items per minute, making them indispensable in high-volume food production, packaging operations, and manufacturing environments throughout Ireland.
Combination Systems
Combination checkweighers integrate multiple inspection technologies within single platforms, delivering comprehensive quality control in compact footprints. Common configurations combine checkweighing with metal detection, ensuring products meet both weight specifications and contamination safety standards.
These integrated solutions appeal to food safety-conscious manufacturers seeking to maximise quality control whilst minimising production line space requirements. Advanced combination systems may incorporate additional inspection technologies such as vision systems for label verification or X-ray inspection for foreign object detection.
Key Features and Benefits of Checkweighers
Modern checkweighers in Ireland incorporate sophisticated features that extend their utility beyond simple weight verification.
Accuracy and Precision
Accuracy represents the fundamental specification for any checkweigher system. Food packaging operations typically require accuracy within grams, whilst pharmaceutical applications may demand milligram-level precision. Leading checkweigher systems in Ireland achieve these demanding specifications through advanced load cell technology. Regular calibration using certified test weights maintains compliance with regulatory requirements.
Integration with Existing Systems
Contemporary checkweigher systems function as connected devices within broader production networks, exchanging data with upstream filling equipment, downstream packaging systems, and enterprise software platforms. This integration enables closed-loop control, where checkweigher measurements automatically adjust filling machine parameters. Communication protocols supported by modern systems include industrial Ethernet standards, enabling seamless connection with programmable logic controllers.
Compliance with Industry Standards
Regulatory compliance represents a critical consideration for manufacturers across multiple sectors. Checkweigher systems in Ireland support compliance with Weights and Measures regulations, ensuring packaged goods meet declared weights.
Food producers rely on checkweighers to demonstrate due diligence in complying with food safety requirements and labelling accuracy standards. Pharmaceutical manufacturers face particularly stringent regulatory requirements, where checkweigher systems contribute to good manufacturing practice compliance..
Applications of Checkweigher Systems in Different Sectors
Checkweigher technology finds application across diverse industries, with each sector presenting unique requirements.
Food and Beverage Industry
The food and beverage sector represents the largest application area for checkweigher systems in Ireland. Weight verification ensures packaged foods meet declared weights, protecting both consumer interests and manufacturer reputations. Beyond regulatory compliance, checkweighers deliver significant economic benefits by preventing costly overfilling that erodes profit margins. Modern systems enable optimised filling, maintaining compliance whilst minimising unnecessary overfill that impacts profitability.
Pharmaceutical Industry
Pharmaceutical applications demand the highest levels of accuracy, traceability, and regulatory compliance from checkweigher systems. Weight verification contributes directly to dosage accuracy and patient safety, making these systems critical quality control equipment in pharmaceutical production throughout Irish pharmaceutical manufacturing hubs.
Manufacturing and Packaging
Beyond food and pharmaceutical applications, checkweighers serve diverse manufacturing and packaging operations in Ireland. Consumer goods manufacturers use weight verification to ensure product consistency, detect missing components, and optimise packaging efficiency. The versatility of modern checkweigher technology enables application across products ranging from small components weighing mere grams to industrial packages exceeding hundreds of kilograms.
Choosing the Right Checkweigher for Your Business
Selecting appropriate checkweigher systems in Ireland requires careful consideration of multiple factors.
Factors to Consider
Product characteristics fundamentally influence checkweigher selection. Package dimensions, weight range, and physical properties determine conveyor specifications and load cell requirements. Fragile products may require gentle handling features, whilst irregular shapes necessitate specialised conveyor configurations tailored to your specific products.
Production speed represents another critical specification. The checkweigher must inspect items at rates matching or exceeding line speeds to avoid creating bottlenecks. High-speed applications require sophisticated dynamic weighing technology that can deliver accurate measurements.
Environmental conditions like temperature variations, humidity, vibration, and electromagnetic interference can impact measurement accuracy. Industrial environments with demanding conditions may require specialised equipment configurations with environmental protection features.
Common Mistakes to Avoid
Underspecifying accuracy requirements creates problems when equipment fails to meet actual production needs. A realistic assessment of weight tolerances ensures appropriate equipment selection for your specific application.
Neglecting integration planning results in isolated systems unable to contribute effectively to broader production management. Early consideration of data connectivity, communication protocols, and software compatibility facilitates seamless integration of checkweigher systems with your existing manufacturing infrastructure.
Failing to consider the total cost of ownership beyond the initial purchase price overlooks ongoing operational expenses like maintenance requirements and support service availability.
Maintenance and Support Services for Checkweigher Systems
Sustained checkweigher performance requires ongoing maintenance, calibration, and technical support.
Importance of Regular Maintenance
Preventative maintenance protects checkweigher accuracy and reliability across Irish manufacturing facilities. Regular inspection identifies potential issues before they cause failures, minimising unplanned downtime.
Maintenance activities include cleaning to remove product residues, mechanical inspection of conveyor components, and electronic testing of load cells. Comprehensive maintenance programmes extend equipment life whilst maintaining optimal performance.
Available Support Services in Ireland
Obeeco Ltd provides comprehensive support services throughout Ireland and Northern Ireland. Our experienced service engineers understand the systems we supply, enabling effective troubleshooting. After-sales phone support provides immediate assistance.
For on-site issues, our callout services ensure minimal production disruption through prompt response. Our spare parts inventory includes components for current equipment models and discontinued systems.
Frequently Asked Questions
What services are included with checkweigher systems in Ireland?
Our checkweigher systems come with delivery and ongoing technical advice to ensure they operate efficiently in your facility.
How can I book a checkweigher system installation in Ireland?
You can easily book an installation by contacting our sales team through our website or by phone at (+353 1) 278 2323, and we will assist you in scheduling a suitable time.
What payment options do you offer for checkweigher systems?
We accept payment via bank transfer.
Take the Next Step Towards Operational Excellence
Implementing checkweigher systems in Ireland represents a strategic investment in quality control, regulatory compliance, and operational efficiency. The technology delivers measurable returns through reduced product giveaway, improved process control, and comprehensive production documentation supporting quality assurance initiatives.
Obeeco Ltd’s 45 years of experience serving Irish manufacturers positions us as your ideal partner for checkweigher implementation. Contact our team today to discuss your requirements. Telephone (+353 1) 278 2323 or email sales@obeeco.ie to arrange your consultation and discover how advanced checkweigher systems in Ireland can optimise your operations.
A secondary school student from Coláiste Bríde, Dublin, has won two major awards at the Stripe Young Scientist and Technology Exhibition, recognising her innovative project focused on improving young people’s relationship with food and nutrition.
Tegan Timmons was named winner of the SuperValu “Food for the Future” Award and also received third place in the Senior Individual category for her project, Nutritrack: Rethinking healthy eating.
The project impressed judges with its alternative approach to healthy eating apps, shifting the focus away from calorie counting and towards nutritional understanding. Nutritrack was designed in response to growing concerns about the impact of diet culture and calorie-focused apps on teenagers’ relationship with food.
Speaking about her motivation, Tegan said she wanted to challenge how existing apps frame food and eating. “I’ve noticed how calorie-counting and diet culture affect people my age, including people very close to me,” she said” “I wanted to explore whether there was a healthier, more supportive way to help teenagers understand food and nutrients.”
Through surveys and research carried out as part of the project, Tegan found that many young people reported skipping meals or feeling anxious about eating based on feedback from calorie-tracking apps. These findings informed the design of Nutritrack, which seeks to support healthier habits without reinforcing restrictive behaviours.
The project was developed through Teen-Turn’s Project Squad programme, with Tegan spending hours refining her research and technical approach alongside her mentor Leona Egan at The Digital Hub in Dublin. As part of Project Squad, Tegan also presented her work at SciFest@Teen-Turn, where the project received recognition before going on to achieve success at the Stripe Young Scientist and Technology Exhibition.
Reflecting on Tegan’s progress, Leona praised her commitment and growth over the course of the programme. “Balancing schoolwork, extracurricular activities and a completely self-directed project was a real challenge,” she said. “Over time, Tegan developed strong organisational skills, confidence in her own thinking and a real sense of ownership over her work. By the time she presented at Stripe, she could clearly articulate her research, technical approach and the impact of her project.”
Commenting on the value of the experience Leona said: “Teen-Turn Programmes like Project Squad give students the time, support and confidence to take ownership of their ideas, develop resilience, and see that their work has real value beyond the classroom.”
Teen-Turn is a non-profit organisation that supports teenage girls to explore STEM through free after-school programmes, mentoring and hands-on projects. For ten years, through initiatives such as Project Squad, PLUS Club, Technovation, and Work Experience, students gain confidence, practical skills and insight into future education and career pathways in science and technology.
New research from Indeed shows that one in ten (11%) job postings in Ireland mention AI, leading ahead of the US, UK, France and Germany. This trend is reflective of the tech sector’s sizable footprint in the Irish economy.
Job postings which mention AI are most frequently seen in tech-related categories, led by data & analytics (56%). That’s followed by software development (48%), IT systems & solutions (37%) and IT infrastructure, operations & support (29%). However, several non-tech categories also have significant shares of AI postings, including arts & entertainment (24%), human resources (20%) and sales (19%).
The research also shows that remote and hybrid work mentions have reached a new high of 19.4% by the end of December 2025 – more than four times higher than pre-pandemic levels. The occupations with the highest share of remote or hybrid mentions include software development (47%), media & communications (44%) and data & analytics (43%).
Indeed’s report shows that while job postings in Ireland are well down from peaks seen in early 2022, they still remain 7% above their pre-pandemic baseline as of January 2026. The level of postings has also remained relatively stable since May.
Other key findings in the report include:
Salary transparency growth has stalled: The share of Irish job postings which include salary information has dipped recently to around 34%, its lowest since late-2022. The report highlights how the Irish Government’s transposing of incoming EU legislation will result in increased transparency.
Benefit offerings have levelled off: The share of Irish job postings mentioning at least one benefit has levelled off over the past 18 months, after rising steadily since 2018. Standing at 48% in November, the share was unchanged from its level in May 2024.
Foreign interest in Irish jobs remains high: The Irish labour market remains attractive to foreign workers. On average in 2025, around 13% of searches for Irish jobs on Indeed originated outside Ireland. That was broadly in line with 2024 and higher than seen in recent years since at least 2017.
Posted wage growth remains solid: Tight labour-market conditions continue to translate into strong pay pressures in Ireland. At 4.1% in December (on a three-month average basis), wage growth as measured by theIndeed Wage Tracker remains well above the euro area average (2.5%).
Commenting on the report, Jack Kennedy, senior economist at Indeed, said:
“Ireland enters 2026 with the economy in good shape. Growth is set to slow slightly after a strong 2025, but lower interest rates and continued government spending mean the outlook remains broadly positive: jobs are still being created, unemployment remains low, but pay pressures haven’t gone away. For workers and employers alike, this year’s labour market story is one of ongoing change and adaptability.
For jobseekers, AI is rapidly reshaping how work gets done, with a clear expectation emerging for workers across all sectors to be comfortable using AI tools, even in roles that aren’t traditionally tech-focused. Those who adapt to these skills will have a competitive edge, as employers increasingly seek ways to integrate AI into their processes.
From an employer perspective, hybrid and flexible working have moved from a perk to an expectation in 2026, and they will need to keep this in mind when recruiting. The organisations that will stand out will be those offering not just competitive salaries, but transparency, flexibility and support for employees navigating a rapidly changing work environment.”