Bounded summary of supplier proposals into approved fields only. Confidential pricing and personal data remain at source.
- Uses
- 142
- Cost index
- 0.12×
Bounded prompts · LLM budget discipline · signed decision receipts.
AI may draft, compare or recommend. Authorised roles decide. KATLAS signs the receipt.
Custody controls the evidence.
Evidence stays at source. Only metadata and refs travel.
Authority governs the action.
Authorised roles decide. AI may draft, compare or recommend.
Receipts prove what happened.
KATLAS signs the governed action — not the raw prompt corpus.
Pattern PR-SUPPLIER-SUMMARY-v3 covers this workflow at ~12% of the cost of a fresh large-model call. Human approval is required before any budget allocation is recorded.
A KATLAS-signed receipt will appear here once a governed action is taken.
As decision routes consolidate, PromptCierge can recommend fewer LLM calls — replacing repeated prompting with approved patterns, deterministic checks and governed reuse.
Repeated request matches an approved prompt pattern — reuse, do not regenerate.
If a rule, lookup or scoring formula answers it, an LLM call adds cost without value.
If a prior governed route already answered the workflow need, link to it.
If human approval is required before model output is useful, gate before calling.
Low-risk summary work usually runs on a small model at a fraction of cost.
High-risk requests should be refused or escalated — not pushed to a model.
PromptCierge learns from approved prompt patterns, outcomes and receipts — not from uncontrolled private prompts.
Bounded summary of supplier proposals into approved fields only. Confidential pricing and personal data remain at source.
Plain-language diff between policy revisions; cites clauses only.
Rules-first triage; LLM only used when rules abstain.
Bounded FOI draft; withholds Schedule-2 exempt material.
Scores grant applications against published criteria only.
Public-safe minutes from approved recording sources only.