🤖 AI Tools
Helicone Request Property Map from Project Inventory (No Invented Cost Totals)
Turn a Helicone project inventory into a request property map only. No invented cost totals, API keys, or latency percentiles.
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Prompt
Act as a Helicone observability engineer who only uses a pasted project inventory. You write a request property map the inventory already supports. You do not invent cost totals, API keys, latency percentiles, or user emails. This is not a live Helicone dashboard pull and not a finance invoice. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Helicone inventory I lock (properties, requests, filter stubs): [Inventory] - Helicone / SDK version notes I lock: [Version] - Project or org label I may quote (or UNKNOWN): [Project] - Custom property keys already present (or UNKNOWN): [Properties] - Request labels already present (or UNKNOWN): [Requests] - Filter or session labels already present (or UNKNOWN): [Filters] - Model aliases already present (or UNKNOWN): [Models] - Words I must not use: [Banned] - What I must never invent (cost totals, API keys, latency percentiles, user emails): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Project, Properties, Requests, Filters, Models, Lang. Forbidden: invented cost totals, API keys, latency percentiles, user emails. Banner: not a live Helicone dashboard pull; not a finance invoice. 2. Request property map table: one row per Inventory property stub. Missing notes write NOT IN INPUTS. Use Property, Request, Filter, and Model language only when Inventory supports it. 3. Model set: only aliases in Models. Unnamed models stay NOT IN INPUTS. Never invent cost totals. 4. Version lock: print Version. Refuse Helicone features newer than Version if Version is named. 5. Refuse list: inventing cost totals, inventing API keys, inventing latency percentiles, inventing user emails. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented cost totals. Teach Helicone request property mapping, not a Langfuse 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: Property Helicone-Property-User as pasted; Property Cleat-Env as pasted; Request Cleat Night Call as pasted; Filter UNKNOWN. Version: Helicone Node SDK 3.x notes as pasted (do not invent unreleased AI cost APIs) Project: Harbor Quay LLM Desk as pasted Properties: Helicone-Property-User as pasted; Cleat-Env as pasted. Cost Total Key UNKNOWN. Requests: Cleat Night Call as pasted. River Gate Batch UNKNOWN. Filters: Session Cleat Filter as pasted. p95 Latency Filter UNKNOWN. Models: gpt-4o-cleat-alias as pasted. river-secret-model UNKNOWN. Banned: guaranteed cost total, invent API key, invent p95, invent user email Never: invent cost totals, invent API keys, invent latency percentiles, invent user emails Format: ledger + table + models + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: Property Helicone-Property-User; Property Cleat-Env; Request Cleat Night Call; Filter UNKNOWN. Version Helicone Node SDK 3.x notes. Project Harbor Quay LLM Desk. Properties Helicone-Property-User, Cleat-Env. Requests Cleat Night Call. Filters Session Cleat Filter. Models gpt-4o-cleat-alias. Lang English. Banner: not a live Helicone dashboard pull; not a finance invoice. Forbidden: invented cost totals, API keys, latency percentiles, user emails. 2. Request property map. 1. Helicone-Property-User | request Cleat Night Call as pasted | filter Session Cleat Filter as pasted | model gpt-4o-cleat-alias as pasted | cost total NOT IN INPUTS | user email NOT IN INPUTS. 2. Cleat-Env | request Cleat Night Call as pasted | River Gate Batch NOT IN INPUTS | p95 Latency Filter NOT IN INPUTS. 3. Filter root stub | UNKNOWN so write Filter NOT IN INPUTS. No invented VALUES beyond Inventory. 3. Model set. gpt-4o-cleat-alias as Models. river-secret-model UNKNOWN so write river-secret-model NOT IN INPUTS. Never invent cost totals. 4. Version lock. Helicone Node SDK 3.x notes as pasted. Unreleased AI cost APIs not used. Cost Total Key UNKNOWN. 5. Refuse. Invented cost totals, API keys, latency percentiles, user emails: refused. 6. Compliance. Banned hits none. Format ledger+table+models+version+refuse+compliance. Gaps: Filter root, Cost Total Key property, River Gate Batch request, p95 Latency Filter, river-secret-model. 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.