Service: Engineer-led AI consulting - from strategy to code Over the past twelve months, almost every message in our inbox has begun with a version of the same problem;
“We know AI can help our business - but we’re not sure how to start, or how to move past pilot-limbo.” Slide decks can highlight possibilities but they rarely close the gap to real production. Engineer-Led AI Consulting - a service that keeps planners, product thinkers, and senior engineers in one continuous thread, turning opportunity into working software without the usual hand-offs and saving you months - often entire quarters - of project time in the process.
We believe that shipping code beats shipping slides. Why an engineer-led AI consultancy model? The hard truth: Gartner estimates 80 % of corporate AI projects stall before they ever reach real users.
According to them, most projects fail for three predictable reasons:
Hand-off – strategy consultants finish a roadmap, then a separate dev shop spends weeks translating bullet points into back-end tickets. Momentum evaporates.Integration – internal teams first see technical constraints after the plan is signed off.Proof-of-concept plateau – A tidy demo wins board applause, but no one funds the miles between prototype and revenue-earning feature. Everything stalls in pilot limbo.Our answer: keep the thinkers and the builders in the same room from day one.
One multidisciplinary team - product strategists, data scientists, and senior engineers share the same backlog and stand-ups, so nothing gets lost in translation.Continuous feedback - ideas are tested on live data while changes are still quick and cheap.Delivery ownership - the same team oversees the project through strategy to MVP to full-scale product, then either hands over cleanly or sticks around as your fractional AI team.Our engineer-led model is designed to break the fail cycle, keeping thinkers, builders, designers and doers in the same room so momentum (and budget) go into shipping code, not interpreting PowerPoints.
Our four-stage, end-to-end delivery flow explained “When we wrap up, you decide: we’ll transfer all the code and docs to your team, or stay on as your on-demand AI innovation partner.” How we compare to traditional consulting We’re faster.
Our engineer-led approach knocks down all that drag: we do discovery, design, and coding all in one sprint. That means faster time-to-value.
This isn’t evolution; it’s revolution - because right now, if you’re not shipping code at the speed of business, you’re bleeding relevance. Traditional firms still provide valuable insight; our model simply short-circuits the gap between insight and execution.
Software in production is the ultimate progress report now. Our mission is to get you there - quickly, transparently, and on terms that make business sense. Spotlight: The 10-Day AI Opportunity Scan Most discovery phases drag on because every team tries to answer five big questions at once: What can we automate? Is the data good enough? How risky will this be? How much will it cost? Will the board fund it?
Our scan compresses those questions into ten working days and emerges with a decision-ready plan - no fluff, no endless workshops.
Map high-friction workflows with the people who own them. Assess available data for feasibility, privacy, and quick wins. Score potential solutions on cost, impact, and complexity. Produce a sprint-by-sprint roadmap with budget bands finance can act on. What happens over the ten days - at a glance Clarity unlocks sprint budgets in days, not months. What you walk away with Opportunity Matrix – a one-page grid showing quick wins vs longer bets.Data & Risk Log – what’s ready, what needs cleansing, and any red-flag gaps.Technical Feasibility Notes – findings from in-stack prototypes (latency, security, partner APIs, etc.).Sprint Roadmap & Budget Bands – phased plan finance can act on immediately.Executive Playback Deck – concise enough for the board, detailed enough for engineering.Stop theorising. Start shipping. For end-to-end, engineer-led AI consultancy that turns your ideas into real software, email consultancy@vibrancy.ai .
