Reliability Retainer: Govern AI in Production
Monthly governance for production LLM systems. After audit and sprint, keep quality and cost stable with monitoring, regression gates, and incident triage.
We measure CPST, quality, regressions, retrieval hit-rate, and tool loop budget. Dashboards, eval harness CI gates, change management, weekly review cadence.
Offer ladder
Audit → Sprint → Retainer (baseline, ship, then prevent regressions).
Buyers do not need more slogans. They need concrete artifacts, clear scope, and an honest view of how delivery works.
Sample deliverable
Review the audit output format before you buy.
OpenAnonymized case studies
See the baseline, fixes, and measurable deltas.
OpenTransparent pricing
Understand scope, timelines, and where each offer fits.
OpenPrivacy and handling
NDA-friendly, redaction-ready, least-privilege workflows.
OpenAI drifts after you ship. Governance prevents regressions.
Prompts change. Docs update. Models swap. Without governance, quality and cost drift silently. The Reliability Retainer keeps baselines, regression gates, and incident triage in place so you never ship blind.
Regression gates
Eval harness in CI. Fail builds when quality or cost regresses.
Monitoring dashboards
CPST, groundedness, retrieval hit-rate, regression signals—trends and alerts.
Change management
Review prompts, docs, model changes before they hit production.
Weekly review cadence
Prioritized backlog, incident triage, stakeholder alignment.
What we ship each month
Monitoring dashboard, eval harness CI gates, change management, weekly review cadence.
Core metrics for governance
CPST, groundedness/faithfulness, retrieval hit-rate, regression signals, tool loop budget—plus response-time tails when latency matters.
Monthly retainer tiers
This engagement is for teams that already know production AI needs ongoing governance. Pick a working tier, then we confirm fit, cadence, and KPIs during intake.
Essential
$8.8k / month
Best when you need visibility, a lightweight release cadence, and a technical owner outside the core team.
- Core monitoring dashboard + alerting
- Monthly scorecard and backlog review
- Release-risk review for key changes
Growth
$12.5k / month
Best for active product teams shipping regularly and needing tighter regression control.
- Everything in Essential
- Stronger eval cadence + regression gates
- Working sessions for incidents and backlog
Mission-critical
$18k / month
Best for high-risk or customer-facing AI where cost, latency, and quality drift need fast response.
- Everything in Growth
- Higher-touch incident triage
- Deeper governance across stakeholders and releases
Monthly retainer. Start with audit + sprint.
The Reliability Retainer is for teams that have completed an AI Production Audit and Optimization Sprint. We provide ongoing governance so quality and cost stay stable after you ship.
3-offer funnel
1. AI Production Audit (entry) → 2. Optimization Sprint (4–6 weeks) → 3. Reliability Retainer (ongoing).
Request
Request retainer intake
Share your current production state, governance need, and target cadence. We will confirm whether the retainer is the right next step or whether you still need audit / sprint first.
What happens next
We confirm fit before we commit.
We check whether you already have enough baseline data for a governance retainer.
If you still need diagnosis or shipped fixes first, we will redirect you to audit or sprint.
Privacy-sensitive teams can keep examples high-level during intake and redact logs before review.
You get a concrete recommendation on tier, cadence, and KPI ownership.
Need to compare first?
Common questions
What is the Reliability Retainer?
+
What is the Reliability Retainer?
+A monthly engagement for teams that have completed an AI Production Audit and Optimization Sprint. We provide ongoing governance: monitoring dashboards, regression gates in CI, change management, incident triage, and weekly review cadence to prevent quality and cost drift.
What do we measure on the Reliability Retainer?
+
What do we measure on the Reliability Retainer?
+We track CPST (cost per successful task), groundedness/faithfulness, retrieval hit-rate, regression signals, and tool loop budgets. For real-time systems, we also track response-time tails (TTFT and end-to-end). Dashboards show trends; alerts fire on regressions; monthly scorecards summarize progress and backlog.
How much does the Reliability Retainer cost?
+
How much does the Reliability Retainer cost?
+The monthly retainer starts at $8.8k, with common working tiers at $12.5k and $18k depending on incident load, governance depth, and how much evaluation / monitoring work is already in place.
Who is the Reliability Retainer for?
+
Who is the Reliability Retainer for?
+Teams with audit + sprint done, who want ongoing stability and governance. Typical buyers: enterprises with production AI in support, legal, or compliance use cases—where quality and cost drift are unacceptable.
How does the Reliability Retainer fit into the 3-offer funnel?
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How does the Reliability Retainer fit into the 3-offer funnel?
+Entry: AI Production Audit (1–2 weeks). Core: Optimization Sprint (4–6 weeks). Ongoing: Reliability Retainer (monthly). Start with audit to baseline; sprint to fix; retainer to govern.
Start with the smallest credible engagement.
If the problem is real, begin with the audit. If you are still figuring out fit, contact us and we'll tell you that directly.