Audit · Decide what’s next
AI Architecture Review
Review the AI stack you already run and receive a written account of failure modes, unnecessary complexity and cost concerns, with a prioritized fix list. The review informs implementation decisions.
Published timing: 5 to 7 days
Final scope and timing are confirmed before work begins.
The shape of the scoped work, not a client result or a finished-product screenshot.
The work today
A running AI stack, code and architecture notes.
The team cannot see the main failure modes, duplication and cost tradeoffs together.
The progress to work toward
A fixed-scope review and written report with a prioritized fix list.
The engagement is scoped around your inputs and acceptance criteria. The outcome is a goal, not a guarantee.
A concrete engagement
You have AI in production but no map of where it is fragile, redundant, or costing more than it should. A fixed-scope paid audit: I read your stack, locate the failure modes, and deliver a written report with a prioritized fix list.
codebase access + architecture notes
Discuss access requirements first. Do not send passwords or private customer data in a public enquiry.
A representative report showing evidence, priorities and why each recommendation matters.
An example to agree during scoping, not a claim that this evidence has already been produced for your project.
A useful fit
You need a decision about the existing system before commissioning changes.
A different starting point
You already know the exact fault and only need its implementation fixed.
An existing native feature or a smaller change may be sufficient. The call should establish that before a build is proposed.
Evidence, with its limits
The process diagram explains the mechanism. It is illustrative, and it does not establish results for your workload.
The published offer establishes the advertised scope. It does not establish results for your workload.
Ask to review a relevant example and agree the evidence your engagement will produce before committing.
Before you commit
Price basis. $10,000 USD · published project price. Scope, timing and fees are confirmed in the proposal.
Operating costs. Model usage, hosting and any agreed ongoing support are separate where applicable.
Payment schedule. Confirm the payment and billing-start terms for this engagement in the proposal.
Support and cancellation. Confirm support coverage, cancellation and rescheduling terms before committing. A refund policy is not specified here.
Read the existing service terms ↗
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