Services / audit / automation
Hallucination Hunt
Two-day stress test of your AI feature. Ranked vulnerability list at the end.Forty-eight hours. We attack your AI feature with adversarial prompts, edge cases, and known hallucination patterns. You get a ranked vulnerability list with reproductions and severity. Often a precursor to AI Reliability Audit.
price
$2,000
timeline
48 hours
cadence
one-time
scope
One-time / fixed scope
Where this fits in the services matrix.
Every service page now names the buyer state, the commercial shape, and the next route. That keeps the catalog navigable instead of feeling like disconnected offers.
Build automation with a fixed scope and written handoff.
$2,000 · 48 hours · One-time / fixed scope
Use the diagnostic or book a call to confirm fit before scope is written.
Not sure this is the right service? Run the route finder and get the matching path.
The offer is a route, not a loose task list.
This diagram gives every service page a concrete operating model: intake, system design, implementation, proof, and handoff.
service operating path
Surface ⇄ System
Hallucination Hunt flow
The diagram is intentionally simplified: it shows the buying logic and operating path, not a decorative fantasy architecture.
price
$2,000
timeline
48 hours
cadence
one-time
The outcome, not just the output.
- 01Reproducible failure cases
- 02Ranked severity (1–5)
- 03Top 5 fixes with rough effort
- 04A baseline you can use to prove improvement
Concrete artifacts you keep — and what we leave out.
Working code, written docs, dashboards your team owns. We also list what this engagement deliberately does not cover, so scope is honest before you click.
- Adversarial test set (50–100 cases)
- Reproduction recipe for each failure
- Ranked vulnerability list
- 30-min review call
- Fixing the issues (rolls into AI Reliability Audit; fee credited)
Receipts, not promises.
- 48 hours
- Turnaround
- 50–100
- Adversarial cases
Ready to start Hallucination Hunt?
A 30-minute call to confirm fit, scope, and timeline. No pressure, no slides.
automation system
From offer to operating system.
Hallucination Hunt is presented as a real engagement, not a generic service page: the surface, backend shape, delivery artifacts, and conversion path are all visible before the first call.
Scope Hallucination Huntprice
$2,000
timeline
48 hours
tier
B
Living architecture
Scope ⇄ Ship
The page now exposes how the engagement moves from buyer pain to production artifact, then into measurement and next-step routing.
Scope Hallucination Hunt- 01Adversarial test set (50–100 cases)A concrete artifact that moves from strategy into production ownership.
- 02Reproduction recipe for each failureA concrete artifact that moves from strategy into production ownership.
- 03Ranked vulnerability listA concrete artifact that moves from strategy into production ownership.
- 0430-min review callA concrete artifact that moves from strategy into production ownership.
Conversion path
Surface ⇄ System
01
Diagnose
Confirm the real automation constraint, current surface, and business goal before writing code.
02
Design the system
Turn the offer into screens, data, workflows, ownership boundaries, and a measurable delivery plan.
03
Ship the artifact
Deliver Hallucination Hunt as working code, docs, dashboards, or launch assets your team can actually use.
04
Route the next move
Decide whether the work becomes a one-time delivery, a care plan, or a larger product build.
Proof assets
Real only
Asset slot
Service proof visual
Add a real screenshot, deliverable preview, or dashboard capture from a shipped engagement when approved.
Verified asset
Founder/operator photo
Real founder photo reinforcing principal-led delivery.
Asset slot
Client quote or logo
Add only permissioned testimonials or logos tied to this service category.