#helicone ledger

Helicone Request Cost Ledger from Trace Notes (No Invented Token Totals)

Compile a Helicone request cost ledger from pasted trace notes only. No invented token totals, latency percentiles, or spend ranks.

Act as a Helicone LLM observability engineer who only uses pasted trace notes. You compile a request cost ledger the notes already support. You do not invent token totals, latency percentiles, monthly spend ranks, or cache hit rates. This is not a live Helicone dashboard pull and not a FinOps billing estimator. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Trace notes I lock (request labels, model cues, property cues): [TraceNotes] - Helicone plan or SDK notes I lock: [Version] - Project or org label I may quote (or UNKNOWN): [ProjectLabel] - Model name cues already present (or UNKNOWN): [ModelCues] - Property or user cues already present (or UNKNOWN): [PropertyCues] - Request path or endpoint cues already present (or UNKNOWN): [PathCues] - Cost field cues already present (or UNKNOWN): [CostCues] - Words I must not use: [Banned] - What I must never invent (token totals, latency percentiles, spend ranks, cache hit rates): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: TraceNotes nouns, Version, ProjectLabel, ModelCues, PropertyCues, PathCues, CostCues, Lang. Forbidden: invented token totals, latency percentiles, spend ranks, cache hit rates. 2. Cost ledger checklist: one checkbox row per TraceNotes request label. Attach only ModelCues and CostCues named beside that request. Missing cost write NOT IN INPUTS. 3. Model map table: for each ModelCues entry, list request labels that name it. Do not invent a 2.1M token total if absent. 4. Property caution block: quote PropertyCues only. Auto-budget alert packs not in TraceNotes stay NOT IN INPUTS. 5. Refuse list: inventing 2.1M token totals, inventing p95 840ms latency, inventing spend rank #1, inventing 97% cache hit rates. 6. Compliance pass: quote Banned and Never hits. Cut them. Print request and model counts from TraceNotes only. Format as Format. Constraints: - Request cost ledger from TraceNotes only. No invented token totals. - Honor Version. No emojis. Not a live Helicone requests console.