Production Audit + Rescue — When Your AI Agent Isn't Behaving

Who this is for

• You shipped an AI agent in the last 12 months. It's not behaving in production — cost is climbing, quality is uneven, or you have no idea if it's silently getting worse.
• Gartner predicts 40%+ of agentic AI projects will be canceled by end of 2027 because of cost overruns, unclear value, and weak risk controls. You don't want to be in that 40%.
• You'd rather pay $3,500 for a no-vendor read on what's broken than $100K for a vendor whose answer is always 'rebuild it with us.'

What the $3,500 Audit gets you (2 weeks)

• ✓Day 1: kickoff call + read access to your tracing (LangSmith, LangFuse, raw API logs), repo, and 7 days of real traffic.
• ✓Days 2–5: instrument what's missing. Pull cost breakdowns by endpoint, latency distributions, error patterns, eval coverage gaps.
• ✓Days 6–10: build a baseline eval suite (20–30 golden tests) so you have a 'today' number to compare future changes against.
• ✓Days 11–14: write the audit — 25 pages, ranked by ROI, 5-item prioritized action list, rough cost-to-fix estimates per item.
• ✓The baseline eval suite is yours to keep regardless of whether you continue with me.
• ✓If you proceed with a Rescue, the $3,500 audit fee credits toward the engagement.

How the Audit + Rescue lane runs

1. Week 1 (Audit)

   Instrument + measure

   Read access, instrumentation, 7 days of traffic captured. Top-5 issues identified by cost or quality impact.

2. Week 2 (Audit)

   Baseline + report

   Build the 20–30 golden test eval suite. Write the 25-page report. Ship it.

3. Weeks 3–6 (Rescue, if you proceed)

   Fix the top 5

   Tackle the prioritized list. Each fix is eval-gated. Weekly demos with cost/quality dashboards.

4. Weeks 7–8 (Rescue handoff)

   Documentation + runbook

   Train your team to maintain the system. Optional conversion to Retainer.

What the audit covers

After 12 audits this quarter, the failure modes are remarkably consistent. 95% of failing agents have no eval harness. 80% use a single expensive model for every query. 70% have no retry/fallback for API failures. 60% lose state between steps. 55% have no cost observability. The boring failures are the common failures. Most agents (~80%) are fixable, not replaceable — but the audit tells you honestly which 20% should be rebuilt instead.

Audits that turned into rescues

How pricing works

What drives the price up

• Audit is always $3,500 fixed (regardless of company size or system complexity)
• Rescue scope depends on the top-5 fixes identified in the audit
• Whether the rescue requires the Ayraxs delivery bench for parallelism
• Whether the rescue ends in a handoff or converts to a Retainer

The $3,500 audit is always fixed-price; the audit fee credits toward any Rescue engagement you proceed with. Rescues range $25–80K depending on scope from the audit's top-5 list. ~45% of audits convert to a Rescue within 30 days; ~60% of Rescues convert to an Agentic Product Retainer within 60 more days. Average expected lifetime value per $3,500 audit sold: ~$22K.

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