How to Evaluate an AI Vendor Before Signing a Contract
A practical checklist for evaluating AI vendors before committing engineering time or signing expensive contracts.
AI Reviews for Everyone
Independent technical review of AI systems, ML experiments, and vendor proposals before you commit engineering time or budget.
How the AI Review Works
Submit a request
Describe the AI feature, architecture, experiment plan, or external AI vendor you want evaluated.
Independent review
I analyze the approach, identify technical risks, and determine if it will work in production.
Clear recommendation
Receive a structured technical assessment with a clear go / adjust / do-not-ship direction.
Membership Benefits
What you get with your AI Review subscription
Unlimited review requests
Submit as many AI architecture, experiment, or vendor review requests as you want.
Senior AI expertise
20+ years of experience building production ML systems applied to your decisions.
Independent technical judgment
Unbiased evaluation before committing engineering time or vendor contracts.
Faster technical decisions
Avoid months of engineering effort by validating ideas before implementation.
Vendor risk protection
Identify lock-in risks, unrealistic claims, and hidden costs in AI vendor proposals.
Pause anytime
Pause or cancel your subscription whenever you don’t have active requests.
What I Can Help You With
AI Decisions before committing engineering time or vendor budget.
AI architecture decisions
RAG vs fine-tuning, model selection, and system design.
AI vendor evaluation
Independent technical evaluation before signing an AI vendor contract.
Experiment design
Offline evaluations, A/B tests, and acceptance criteria.
Production readiness
Whether an AI feature is safe to ship.
Failure analysis
Diagnose why prompts, retrieval pipelines, or outputs behave incorrectly.
Cost optimization
Identify inference cost explosions and scaling bottlenecks before deployment.
Why Trust This Review
Independent AI system reviews from someone with 20+ years building production machine learning systems.
20+ years ML systems
Two decades designing and deploying machine learning systems in real production environments.
Global production scale
Experience building machine learning infrastructure used by products operating worldwide.
Patented ML algorithms
Inventor of patented machine learning algorithms used in production systems.
Independent technical judgment
Objective evaluation before committing engineering time or signing AI vendor contracts.
What Leaders Say
Examples of the outcomes produced by independent AI system reviews.
" Denzil helped us challenge an external vendor proposal that would have cost €40M. The technical review reduced the expected investment to roughly €4M. "
Director, Pharmaceutical R&D
" Denzil helped me understand different AI architecture options which de-risked feature development and helped us ship 2x faster than estimated. "
Product Manager, Big Tech
" Denzil recommended not using AI for the problem. A simpler approach reduced latency by 2x, engineering cost by 3x, and development time by roughly 50%. "
Engineering Manager, Big Tech
Pricing
AI consulting subscription and AI review service pricing.
Pricing
€3995 / month (excl. VAT)
- Unlimited review requests
- One active request at a time
- Requests handled sequentially
- Pause or cancel anytime
- No refunds for completed billing periods
Book a 15-minute intro call
Open the scheduler to choose a time that works for you.
What we cover
- Your AI use case and main blocker
- Whether this service is the right fit
What you get from the call
- A clear recommendation on the next step
- Focus for your first review request
AIReview may experience a high volume of bookings, so slots are limited. For faster service, email hello@aireview.me for a same-day response.
Frequently Asked Questions
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