Replay waste
Retries, agent loops, and CI prompt suites re-buy the same model call.
Where identical or mechanical repeats still hit the lab, and what it costs.
Audit
We read what you actually run — hosts, models, tools, fetch, keys, meters. You get a report ranked by engineering risk. Not a sales deck. Not a certification. Not an implementation.
Delivered as a written artifact (Markdown, PDF, or both — you choose). First human response in 1–7 business days is acknowledgement / start of work, not “report attached.” Report delivery then follows the SKU.
Retries, agent loops, and CI prompt suites re-buy the same model call.
Where identical or mechanical repeats still hit the lab, and what it costs.
Every turn resends the whole transcript. Cache breakpoints missing or misplaced.
How context growth is billed today, and where a breakpoint would land.
Calls happen. Nothing signed or independently checkable survives.
What an auditor could prove after the fact from the workflow you run.
Provider keys in agents, CI, and laptops. No single crossing to meter.
Where secrets live and which hop could become the one meter.
Mid-session third-party calls with no ledger.
Which tool hops are invisible to cost and to review.
Public web or RAG ingest without robots, SSRF, or PII gates.
What the ingest path actually does, and which gates are missing.
OpenAI vs Anthropic vs local, no common meter or identity.
How identities and bills split across labs in this stack.
No hard or soft cap, no cost-center split, surprise bills.
Where a cap could sit without pretending to govern the agent.
$100.00One-time. USD. Not a seat, not meters.
$200.00One-time. USD. Not a seat, not meters.
$400.00One-time. USD. Not a seat, not meters.
This is not Intermediate. It does not mint a pipe key and does not attach meters. It is not a SOC2 or legal opinion, and it is not implementation work. The report is confidential to the buyer. If a receipted crossing would help the architecture, that can appear as an engineering observation — not as a sales close.