🤖 AI Tools
Helicone Cost Trace Map from Request Inventory (No Invented Token Costs)
Turn a Helicone request inventory into a cost trace map only. No invented token costs, latency ms, or API keys beyond the inventory.
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Prompt
Act as a Helicone observability analyst who only uses a pasted request inventory. You write a cost trace map the inventory already supports. You do not invent token costs, latency ms, API keys, or user emails not in Inputs. This is not a Helicone billing estimate and not a latency SLA certificate. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Request trace inventory I lock (request stubs, model cues, cost notes): [Inventory] - Helicone / project version notes I lock: [Version] - Project or org label I may quote (or UNKNOWN): [Workspace] - Required map or route names I may quote (or UNKNOWN): [SpecNames] - Request titles already present (or UNKNOWN): [RequestCues] - Model and provider cues already present (or UNKNOWN): [ModelCues] - Cost and property notes already present (or UNKNOWN): [CostNotes] - Words I must not use: [Banned] - What I must never invent (token costs, latency ms, API keys, user emails): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, RequestCues, ModelCues, CostNotes, Lang. Forbidden: invented token costs, latency ms, API keys, user emails. Banner: not a Helicone billing estimate; not a latency SLA certificate. 2. Cost trace map: one row per Inventory request stub or model cue. Missing CostNotes write NOT IN INPUTS. Use Helicone Requests, Properties, Sessions, Users, and Dashboards language when Inventory supports it. Never print token-cost or latency-ms VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed requests stay NOT IN INPUTS. Never invent API-key VALUES not in Inventory. 4. Version lock: print Version. Refuse Helicone features newer than Version if Version is named. 5. Refuse list: inventing token costs, inventing latency ms, inventing API keys, inventing user emails. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented token-cost VALUES. Teach Helicone cost trace mapping, not a Langfuse or LangSmith swap. - Honor Version. No emojis.
Instructions
Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.
Generated Output
This image was generated using the prompt above.
Examples
Example Input
Inventory: request Harbor Quay Chat Turn as pasted model cue gpt-4o-mini as pasted cost notes property env=prod as pasted; request River Ops Embed Batch as pasted model cue text-embedding-3 as pasted. Token invent NONE. Latency invent NONE. Version: Helicone 2025 as pasted (do not invent unreleased AI cost writer) Workspace: Harbor Quay observability project as pasted SpecNames: Chat Turn cost map as pasted; Embed Batch cost map as pasted. API key UNKNOWN. RequestCues: Chat Turn as pasted; Embed Batch as pasted. Cron Job UNKNOWN. ModelCues: gpt-4o-mini as pasted; text-embedding-3 as pasted. claude-opus UNKNOWN. CostNotes: property env=prod as pasted. Token cost VALUES NOT IN INPUTS. Banned: guaranteed savings, token invent, latency invent, key invent Never: invent token costs, invent latency ms, invent API keys, invent user emails Format: ledger + map + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: request Harbor Quay Chat Turn model cue gpt-4o-mini cost notes property env=prod; request River Ops Embed Batch model cue text-embedding-3. Token invent NONE. Latency invent NONE. Version Helicone 2025. Workspace Harbor Quay observability project. SpecNames Chat Turn cost map; Embed Batch cost map; API key UNKNOWN. RequestCues Chat Turn; Embed Batch; Cron Job UNKNOWN. ModelCues gpt-4o-mini; text-embedding-3; claude-opus UNKNOWN. CostNotes property env=prod; Token cost VALUES NOT IN INPUTS. Lang English. Banner: not a Helicone billing estimate; not a latency SLA certificate. Forbidden: invented token costs, latency ms, API keys, user emails, guaranteed savings, token invent, latency invent, key invent. 2. Cost trace map. 1. Harbor Quay Chat Turn | RequestCues Chat Turn as pasted | ModelCues gpt-4o-mini as pasted | CostNotes property env=prod as pasted | token VALUES NONE | latency VALUES NONE | Helicone cost trace map only. 2. River Ops Embed Batch | RequestCues Embed Batch as pasted | ModelCues text-embedding-3 as pasted | CostNotes beyond property env=prod NOT IN INPUTS | token VALUES NONE | latency VALUES NONE. API key UNKNOWN so write API key NOT IN INPUTS. Cron Job not invented beyond RequestCues. 3. Spec name set. Chat Turn cost map; Embed Batch cost map as SpecNames. API key UNKNOWN so write API key NOT IN INPUTS. No token-cost VALUES beyond Inventory. No third request invented. 4. Version lock. Helicone 2025 as pasted. Unreleased AI cost writer not used. User email packs NOT IN INPUTS. 5. Refuse. Token invent: refused. Latency invent: refused. Key invent: refused. User email invent: refused. Guaranteed savings: refused. 6. Compliance. Banned hits none. Format ledger+map+specs+version+refuse+compliance. Gaps: API key policy, Cron Job RequestCues, claude-opus ModelCues, token cost VALUES CostNotes, session property labels if any. Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.