What Is AI Consulting, Really? Strategy, Slides, and the Missing Engineering
A hard-truth take on what AI consulting actually is: most of it ends at a roadmap, and the only version worth paying for is indistinguishable from engineering.
Blog · 83 posts
A hard-truth take on what AI consulting actually is: most of it ends at a roadmap, and the only version worth paying for is indistinguishable from engineering.
A fractional CTO decoupled from a team that ships is a consultant with a better business card. The real question is who owns delivery.
The productized, ticket-queue version of DevOps as a service rebuilds the wall DevOps was invented to demolish. Here's what the model should include.
The advisory-hours version of CTO-as-a-service advises and leaves. The version that works owns delivery, hiring, and the roadmap.
What an outsourced DevOps team delivers, how to choose an engagement model, vendor vetting, costs, and the Eastern Europe talent advantage.
A hard-truth take on CTO-as-a-Service: the model only earns its money when the fractional CTO is attached to the people shipping the code — not the deck.
A hard-truth take on "app solutions": why the word "solution" is the lie in the pitch, and why the real decision is product versus team.
Bespoke software solutions are worth it only for your actual differentiator. Most projects fail because they go custom everywhere at once.
Offshore developers don't fail on geography or rate. They fail on churn — the variable that actually predicts your build's outcome.
An MVP builder optimizes speed-to-code — the one thing that almost never kills a startup. Here's what it ignores, and what to build instead.
Most RAG consulting fixates on models and frameworks — the commodity half. Retrieval quality and evaluation are what decide production survival.
Hiring one full-stack developer to own your whole product sets them up to fail. What full-stack actually buys you inside a team with real code review.
A bespoke software development company earns its premium only if the same senior team stays for years. Continuity, not custom code, is the product.
The build cost of an AI agent is the least important number. Where the money actually goes, and why a flat quote prices the demo, not the system.
A boutique studio founder argues that AI consulting for small businesses sells a strategy deck the buyer doesn't need — and what to buy instead.
Most nearshore outsourcing examples sell a map and a savings percentage. The variable that decided the outcome is who was still on the team in year three.
MVP as a service sells a fixed-price, fixed-timeline package. But the MVP that works becomes your production system — plan for who runs it after delivery.
The "React Native consultant" label selects for the wrong person. The value lives in the part where React Native isn't enough. Test for native depth.
Most generative AI solutions fail because buyers purchased a demo instead of an engineered system. What the working 5% do differently.
Custom software costs $50-250/hr depending on location and seniority. A typical product costs $150K-500K/year. Here are real numbers from real projects.
The advisory-only fractional CTO is expensive theater. The only kind worth paying for comes welded to people who ship. Here's how startups buy the wrong one.
The 'scale up, scale down, swap bodies' pitch is the defect in team augmentation, not the feature. The number that predicts success is turnover.
Custom enterprise software services are sold on size, stack, and methodology. The one variable that predicts the outcome is team continuity. Here's why.
Most mobile app development services sell you a launch and disappear. The build is the cheap part. Continuity, not the deliverable, is what's worth paying for.