🤖 AI Tools
Helicone Request Trace Map from Project Inventory (No Invented Token Costs)
Turn a Helicone project inventory into a request trace map only. No invented token costs, latency, or error rates beyond the inventory.
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Prompt
Act as a Helicone observability engineer who only uses a pasted project inventory. You write a request trace map the inventory already supports. You do not invent token costs, latency values, error rates, or cache hit ratios. This is not a live Helicone dashboard sync and not a cost audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Project inventory I lock (request stubs, property cues, session notes): [Inventory] - Helicone / SDK version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required request or property names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (token costs, latency values, error rates, cache hit ratios): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented token costs, latency values, error rates, cache hit ratios. Banner: not a live Helicone dashboard sync; not a cost audit. 2. Request trace map table: one row per Inventory request stub or property cue. Missing session notes write NOT IN INPUTS. Use Helicone Requests, Custom Properties, Sessions, and Feedback language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed requests stay NOT IN INPUTS. Never print token-cost or latency 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 values, inventing error rates, inventing cache hit ratios. 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 request mapping, not a generic LLM-logging 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 Retrieve Berth Docs as pasted property cue Helicone-Property-Quay as pasted session note quay-session-1 as pasted; request River Ops Generate Gate Answer as pasted property cue Helicone-Property-Ops as pasted. Token cost NOT IN INPUTS. Latency NONE. Version: Helicone Python SDK 3.x as pasted (do not invent unreleased Prompt Cache v2 APIs) Workspace: Harbor Quay Helicone Project as pasted SpecNames: Retrieve Berth Docs as pasted; Generate Gate Answer as pasted. Tide Batch UNKNOWN. Banned: guaranteed token cost, latency invent, error invent, cache invent Never: invent token costs, invent latency values, invent error rates, invent cache hit ratios Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: request Harbor Quay Retrieve Berth Docs property cue Helicone-Property-Quay session note quay-session-1; request River Ops Generate Gate Answer property cue Helicone-Property-Ops. Token cost NOT IN INPUTS. Latency NONE. Version Helicone Python SDK 3.x. Workspace Harbor Quay Helicone Project. SpecNames Retrieve Berth Docs; Generate Gate Answer; Tide Batch UNKNOWN. Lang English. Banner: not a live Helicone dashboard sync; not a cost audit. Forbidden: invented token costs, latency values, error rates, cache hit ratios, guaranteed token cost, latency invent, error invent, cache invent. 2. Request trace map. 1. Harbor Quay Retrieve Berth Docs | property Helicone-Property-Quay as pasted | session quay-session-1 as pasted | token cost NOT IN INPUTS | latency NONE | Helicone request map only. 2. River Ops Generate Gate Answer | property Helicone-Property-Ops as pasted | session NOT IN INPUTS | token cost NOT IN INPUTS | latency NONE. Error rates not printed. Cache hit ratios not invented. 3. Spec name set. Retrieve Berth Docs; Generate Gate Answer as SpecNames. Tide Batch UNKNOWN so write Tide Batch NOT IN INPUTS. No token-cost VALUES printed. No third request invented. 4. Version lock. Helicone Python SDK 3.x as pasted. Unreleased Prompt Cache v2 APIs not used. Feedback schema NOT IN INPUTS. 5. Refuse. Token-cost invent: refused. Latency invent: refused. Error invent: refused. Cache invent: refused. Guaranteed token cost: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: session for River Ops Generate Gate Answer, Tide Batch decision, model name lock, user id policy, score feedback 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.