01 / CHATBOTS
Answers and boundaries
Examine whether responses meet your expected behavior, including unclear requests and cases the feature should decline or escalate.
AI Feature Verification Review
Know what your
AI feature
actually does.
A focused review of your working chatbot, document Q&A, or action agent. Turn three critical user journeys into clear evidence and a practical list of next steps.
1 working AI feature3 critical user journeys2 week proposed delivery window
A focused second look
A useful review starts
with a clear boundary.
For teams with an AI feature that already works, and specific behavior they need to understand before deciding what to improve. Scope is agreed before the review begins.
02 / DOCUMENT Q&A
Claims and source support
Check selected answers against the provided material, including missing information and whether source references support the response.
03 / ACTION AGENTS
Actions and control
Review agreed permission boundaries and action outcomes in a safe sandbox, using test data and non-production actions.
How the engagement works
Small scope.
Traceable evidence.
A proposed two-week engagement, capped at 16 delivery hours including intake and reporting. Access, readiness, and the fixed case and repeat-run matrix are agreed during scoping.
01 / SCOPE
Define what good looks like
Select one working feature and three critical journeys. Agree expected outcomes, test inputs, environment, and repeat runs.
02 / VERIFY
Observe the behavior
Execute the agreed review matrix and record expected versus observed outcomes, with enough context to understand each finding.
03 / DECIDE
Prioritize what comes next
Receive a written review and walkthrough that distinguish observed issues, limitations, and practical recommendations.
What you receive
Evidence you can
work from.
The deliverable is a focused decision aid. It does not certify your system or guarantee its behavior outside the agreed cases and conditions.
EVIDENCE
Expected versus observed
A record of the agreed cases and repeat runs, including the conditions and limitations that affect interpretation.
RECOMMENDATIONS
A prioritized next-step list
Findings organized by practical importance, with recommendations grounded in the observed behavior.
WALKTHROUGH
A shared understanding
A review conversation to explain the evidence, discuss uncertainty, and help your team decide what to address.
Proposed engagement
A bounded pilot.
A clear deliverable.
A fixed scope makes the review manageable for both sides. Suitability and final terms are confirmed before an engagement.
Implementation fixes, remediation, and automation-harness development are separate work and quoted separately.
Draft pilot offer · First 2 suitable clients
$1,000 USD
- One working AI feature
- Three agreed critical user journeys
- Fixed case and repeat-run matrix
- Evidence, recommendations, and walkthrough
- Proposed two weeks; 16 delivery-hour cap
Intended standard price: US$2,000. Both prices are proposals; the standard price is not an established former price. Engagements are scoped and confirmed directly; there is no online checkout.
Before we start
Good questions. Clear limits.
What needs to be ready for a review?
A working feature, access to an appropriate test environment, representative test material, and someone who can agree the three journeys and expected outcomes. Scope and readiness are confirmed first.
Does this cover every possible failure?
No. The review is limited to the agreed cases, repeat runs, environment, and time budget. AI behavior can vary. Findings describe observed behavior and do not establish universal reliability, security, or safety.
Is this a security audit or certification?
No. This is a scoped feature-verification review, not a penetration test, formal audit, regulatory assessment, or certification. It does not provide a safety guarantee.
Are fixes and test automation included?
No. Recommendations are included. Implementation changes and a reusable automation harness require a separate scope and quote.
Contact
Start with the feature
that matters most.
Let’s talk about your feature.
Book a 15-minute callBook a short call or email me to discuss your feature and whether the review is a good fit.
For a scoping conversation, prepare a short description of the working feature, its intended users, and the three journeys you most need to understand.
Meet Kiefer Land