00
overview
scope: ai · computer-vision · independent

An independent technical read on AI & Computer Vision—before you commit.

Due diligence and feasibility assessments from a senior practitioner — delivered async, no meetings. You share materials; I hand back a written verdict and a recorded walkthrough: whether it works, where the risks are, and what to do next.

specimen · verdict
GO proceed
CONDITIONAL proceed with conditions
NO-GO do not proceed
every engagement ends in one clear call.
>13 yrs senior ai/cv r&d/ async-first · no meetings to sit through/ your materials stay confidential/ no vendor allegiance
01
premise

AI and computer-vision claims are easy to demo and hard to verify.

The wrong call is expensive, and generalist diligence misses the technical reality. This is a senior, independent read on exactly that — judgment you can act on, not a demo you have to trust.

What a read typically catches
A model that shines in the demo and falls apart on a second site's data.
"Real-time, on-device" that quietly depends on a cloud GPU.
Training or evaluation data the company doesn't actually have the rights to use.
A benchmark that leaks the answer — the number is real, the result isn't.

Representative of what these reviews surface — the specifics depend on your system.

02
engagements

Two ways to engage

select to request →
Service A pricing on request

AI/CV Opportunity & Feasibility Audit

For teams with an AI or computer-vision problem who need to know if it's feasible — and what to do first.

A written report and recorded walkthrough: the opportunities, an honest feasibility read, and a prioritized roadmap with build / buy / research calls.

turnaround~2 weeks
deliverablereport + walkthrough
Service B pricing on request

AI/CV Technical Due Diligence

For investors, acquirers, and leadership evaluating an AI/CV system before they commit.

An independent verdict — does it work, is the approach sound, where are the risks, is the moat real. The right depth — from a quick red-flag screen to a full assessment — is agreed with you up front.

turnaround~1–2 weeks
deliverablereport + walkthrough
03
process

How it works

async-first · built to respect your time

You share materials whenever it suits you and I work through them on my own time — no standing meetings, no calendars to coordinate, nothing waiting on your availability. The only live call is an optional 45-minute Q&A on a technical due diligence, and only if you want it.

01

Choose & request

Pick a service and send a short request. I reply with scope, pricing, and an NDA.

02

Share materials

A short intake questionnaire and your documents. No meeting required.

03

Assessment

I work through it async. One optional 45-min Q&A for a technical due diligence.

04

Verdict

Written report + recorded walkthrough delivered. You decide with clarity.

04
deliverable

A verdict that travels with the document.

A written report you can forward to your team, and a recorded video walkthrough where I talk you through the verdict and the reasoning — so the judgment travels with the document.

written report · pdf recorded walkthrough · video
What's in the report
01
Verdict — GO / CONDITIONAL / NO-GO, with the conditions spelled out.
02
What it is — the system and the claim, in plain language.
03
Does it work? — the evidence, and where it holds or breaks.
04
Data & ground truth — quality, coverage, and rights.
05
Approach & architecture — whether it's sound, and if the moat is real.
06
Risks — ranked, with severity and what triggers them.
07
What to do next — a prioritized build / buy / research roadmap.
REPORT · VERDICT CONDITIONAL
walkthrough · 14:22
05
who

>13 years in software & product; 7+ in AI, computer vision & ML.

>13 years in software development and technical product management (8+ years) — product discovery, R&D and leadership — with 7+ years focused on AI, computer vision and ML, much of it in startups. I've built and led ML/AI products and teams, and I'm at my best leading AI/CV projects end to end.

Broad, multi-domain experience gives me a product vision that runs from discovery and R&D through launch and the phases after. I hold to rigorous analysis, technical excellence and innovation, non-standard thinking, long-term business value — and a happy team.

smart mobility / V2X medical imaging / healthcare CV software development adjunct systems machine learning finance
View profile on LinkedIn ↗ Google Project Management Professional Certificate
Kanstantsin Vaitsakhouski, independent AI and computer vision technical due diligence consultant
Kanstantsin Vaitsakhouski
06
questions

Questions, answered plainly

Yes. Everything you share is treated as confidential. I'll sign your NDA before any materials change hands, or provide a mutual one — just check the box when you request. And once the work is complete, all the materials you provided are deleted.
07

Know if it works — before you commit.

Send a request and I'll reply with scope, pricing, and next steps. Async — no meetings, no pressure.