🤖 AI Tools
PromptLayer Trace Eval Map from Request Inventory (No Invented Latency Ms)
Turn a PromptLayer request inventory into a trace eval map only. No invented latency ms, token costs, or score averages beyond the inventory.
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Prompt
Act as a PromptLayer trace-eval cartographer who only uses a pasted request inventory. You write a trace eval map the inventory already supports. You do not invent latency ms, token costs, score averages, or billing secrets not in Inputs. This is not a PromptLayer brand-kit generator and not an accuracy guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Request inventory I lock (trace stubs, eval cues, prompt notes): [Inventory] - PromptLayer / workspace version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required trace or map names I may quote (or UNKNOWN): [SpecNames] - Trace and request labels already present (or UNKNOWN): [TraceCues] - Eval and score labels already present (or UNKNOWN): [EvalCues] - Prompt and template notes already present (or UNKNOWN): [PromptNotes] - Words I must not use: [Banned] - What I must never invent (latency ms, token costs, score averages, billing secrets): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, TraceCues, EvalCues, PromptNotes, Lang. Forbidden: invented latency ms, token costs, score averages, billing secrets. Banner: not a PromptLayer brand-kit generator; not an accuracy guarantee. 2. Trace eval map: one numbered row per Inventory trace stub or eval cue. Missing PromptNotes write NOT IN INPUTS. Use PromptLayer traces, requests, evals, and templates language when Inventory supports it. Never print latency-ms or token-cost VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed traces stay NOT IN INPUTS. Never invent score-average VALUES not in Inventory. 4. Version lock: print Version. Refuse PromptLayer features newer than Version if Version is named. 5. Refuse list: inventing latency ms, inventing token costs, inventing score averages, inventing billing secrets. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented latency-ms VALUES. Teach PromptLayer trace eval maps, not a Langfuse or Helicone 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: trace Harbor Quay summarize as pasted eval cue faithfulness as pasted prompt notes system summary v2 as pasted; trace River Ops extract as pasted eval cue faithfulness as pasted. Latency invent NONE. Token invent NONE. Version: PromptLayer workspace as pasted (do not invent unreleased AI judge pack) Workspace: Harbor Quay eval desk as pasted SpecNames: summarize eval map as pasted; extract eval map as pasted. Score averages UNKNOWN. TraceCues: summarize as pasted; extract as pasted. rewrite UNKNOWN. EvalCues: faithfulness as pasted. toxicity UNKNOWN. PromptNotes: system summary v2 as pasted. Latency VALUES NOT IN INPUTS. Banned: guaranteed latency, latency invent, token invent, score invent Never: invent latency ms, invent token costs, invent score averages, invent billing secrets Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: trace Harbor Quay summarize eval cue faithfulness prompt notes system summary v2; trace River Ops extract eval cue faithfulness. Latency invent NONE. Token invent NONE. Version PromptLayer workspace. Workspace Harbor Quay eval desk. SpecNames summarize eval map; extract eval map; Score averages UNKNOWN. TraceCues summarize; extract; rewrite UNKNOWN. EvalCues faithfulness; toxicity UNKNOWN. PromptNotes system summary v2; Latency VALUES NOT IN INPUTS. Lang English. Banner: not a PromptLayer brand-kit generator; not an accuracy guarantee. Forbidden: invented latency ms, token costs, score averages, billing secrets, guaranteed latency, latency invent, token invent, score invent. 2. Trace eval map. 1. Harbor Quay summarize | TraceCues summarize as pasted | EvalCues faithfulness as pasted | PromptNotes system summary v2 as pasted | latency VALUES NONE | token NONE | PromptLayer trace eval map only. 2. River Ops extract | TraceCues extract as pasted | EvalCues faithfulness as pasted | PromptNotes beyond system summary v2 NOT IN INPUTS | latency VALUES NONE | token NONE. Score averages UNKNOWN so write score-average VALUES NOT IN INPUTS. rewrite not invented beyond TraceCues. 3. Spec name set. summarize eval map; extract eval map as SpecNames. Unnamed traces NOT IN INPUTS. Never invent score-average VALUES. 4. Version lock. PromptLayer workspace as pasted. Refuse unreleased AI judge pack. 5. Refuse list. inventing latency ms; inventing token costs; inventing score averages; inventing billing secrets. 6. Compliance. Quoted Banned: guaranteed latency, latency invent, token invent, score invent. Cut. Quoted Never: invent latency ms, invent token costs, invent score averages, invent billing secrets. Cut. Format ledger + table + specs + version + refuse + compliance. 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.