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Services / operate / automation
AI Quality Retainer
Monthly evals, regression report, one upgrade, one fix. Your AI ages well.For teams already running AI in production. Each month: eval suite runs, regression report ships, we land one model/prompt upgrade and one reliability fix. Cancel anytime.
service graph
Surface ⇄ System
- price
- $2,500/mo
- timeline
- Quarterly minimum
- cadence
- monthly
price
$2,500/mo
timeline
Quarterly minimum
cadence
monthly
scope
Monthly retainer / cancel anytime
Eval suitesOpenAIAnthropicLangSmithBraintrust
00// matrix position
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.
01 · best fit
Operate and improve an existing system every month.
02 · commercial shape
$2,500/mo · Quarterly minimum · Monthly retainer / cancel anytime
03 · route logic
Use the diagnostic or book a call to confirm fit before scope is written.
04 · decide
Not sure this is the right service? Run the route finder and get the matching path.
00B// system flow
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
AI Quality flow
The diagram is intentionally simplified: it shows the buying logic and operating path, not a decorative fantasy architecture.
price
$2,500/mo
timeline
Quarterly minimum
cadence
monthly
01// what you walk away with
The outcome, not just the output.
- 01Monthly regression report
- 02One model/prompt upgrade per month
- 03One reliability fix per month
- 04Eval suite stays current with your product
02// scope
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.
// deliverables
- Monthly eval run + dashboard refresh
- Regression report (what changed, what regressed, what got better)
- One scoped upgrade (model swap, prompt rewrite, retrieval tune)
- One scoped fix (bug, latency, cost)
- Slack channel for async questions
- Quarterly review call
// not included
- Major net-new feature builds (separate engagement)
- Unlimited fixes (one per month included; more by add-on)
// track record
Receipts, not promises.
- < 1 mo
- Time to first regression caught
- on average
04// questions
Common questions.
01What if there's nothing to fix this month?
We bank the credit, propose a tuning project, or pause the month with a credit applied to next.
// engage
Ready to start AI Quality?
A 30-minute call to confirm fit, scope, and timeline. No pressure, no slides.
automation system
From offer to operating system.
AI Quality Retainer 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 AI Qualityautomation system
Surface ⇄ System
- price
- $2,500/mo
- timeline
- Quarterly minimum
- tier
- C
price
$2,500/mo
timeline
Quarterly minimum
tier
C
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 AI Quality- 01Monthly eval run + dashboard refreshA concrete artifact that moves from strategy into production ownership.
- 02Regression report (what changed, what regressed, what got better)A concrete artifact that moves from strategy into production ownership.
- 03One scoped upgrade (model swap, prompt rewrite, retrieval tune)A concrete artifact that moves from strategy into production ownership.
- 04One scoped fix (bug, latency, cost)A 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 AI Quality 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.