🤖 AI Tools
PromptLayer Request Map from Project Inventory (No Invented Latency Ms)
Turn a PromptLayer project inventory into a request map only. No invented latency ms, token costs, or API keys beyond the inventory.
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Prompt
Act as a PromptLayer request cartographer who only uses a pasted project inventory. You write a request and template map the inventory already supports. You do not invent latency milliseconds, token costs, API keys, or score totals not in Inputs. This is not a PromptLayer billing estimate and not a model-quality guarantee. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Project request inventory I lock (request stubs, template cues, tag notes): [Inventory] - PromptLayer / SDK version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required template or request names I may quote (or UNKNOWN): [SpecNames] - Template names already present (or UNKNOWN): [TemplateCues] - Tag names already present (or UNKNOWN): [TagCues] - Score and model notes already present (or UNKNOWN): [ScoreNotes] - Words I must not use: [Banned] - What I must never invent (latency ms, token costs, API keys, score totals): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, TemplateCues, TagCues, ScoreNotes, Lang. Forbidden: invented latency ms, token costs, API keys, score totals. Banner: not a PromptLayer billing estimate; not a model-quality guarantee. 2. Request map table: one row per Inventory request stub or template cue. Missing ScoreNotes write NOT IN INPUTS. Use PromptLayer Requests, Templates, Tags, Scores, and Metadata language when Inventory supports it. Never print latency-ms or cost VALUES not in Inventory. 3. Spec name set: only names in SpecNames. Unnamed templates stay NOT IN INPUTS. Never invent latency 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 API keys, inventing score totals. 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 request mapping, not a LangSmith 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: request Harbor Quay Checkout Prompt as pasted template cue checkout_v2 as pasted tag notes prod as pasted; request River Ops Refund Prompt as pasted template cue refund_v1 as pasted. Latency invent NONE. Cost invent NONE. Version: PromptLayer Python SDK 1.x as pasted (do not invent unreleased AI latency writer) Workspace: Harbor Quay LLM Ops project as pasted SpecNames: checkout_v2 as pasted; refund_v1 as pasted. API key UNKNOWN. TemplateCues: checkout_v2 as pasted; refund_v1 as pasted. support_v3 UNKNOWN. TagCues: prod as pasted; staging UNKNOWN. ScoreNotes: human score key quality as pasted. Numeric latency VALUES NOT IN INPUTS. Banned: guaranteed latency, latency invent, cost invent, key invent Never: invent latency ms, invent token costs, invent API keys, invent score totals Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: request Harbor Quay Checkout Prompt template cue checkout_v2 tag notes prod; request River Ops Refund Prompt template cue refund_v1. Latency invent NONE. Cost invent NONE. Version PromptLayer Python SDK 1.x. Workspace Harbor Quay LLM Ops project. SpecNames checkout_v2; refund_v1; API key UNKNOWN. TemplateCues checkout_v2; refund_v1; support_v3 UNKNOWN. TagCues prod; staging UNKNOWN. ScoreNotes human score key quality; Numeric latency VALUES NOT IN INPUTS. Lang English. Banner: not a PromptLayer billing estimate; not a model-quality guarantee. Forbidden: invented latency ms, token costs, API keys, score totals, guaranteed latency, latency invent, cost invent, key invent. 2. Request map. 1. Harbor Quay Checkout Prompt | TemplateCues checkout_v2 as pasted | TagCues prod as pasted | ScoreNotes human score key quality as pasted | latency VALUES NONE | cost NONE | PromptLayer request map only. 2. River Ops Refund Prompt | TemplateCues refund_v1 as pasted | TagCues beyond prod NOT IN INPUTS | ScoreNotes beyond quality key NOT IN INPUTS | latency VALUES NONE | cost NONE. API key UNKNOWN so write API key NOT IN INPUTS. support_v3 not invented beyond TemplateCues. 3. Spec name set. checkout_v2; refund_v1 as SpecNames. API key UNKNOWN so write API key NOT IN INPUTS. No latency VALUES beyond Inventory. No third template invented. 4. Version lock. PromptLayer Python SDK 1.x as pasted. Unreleased AI latency writer not used. Token cost packs NOT IN INPUTS. 5. Refuse. Latency invent: refused. Cost invent: refused. API key invent: refused. Score invent: refused. Guaranteed latency: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: API key policy, support_v3 TemplateCues, staging TagCues, numeric latency VALUES ScoreNotes, model name list 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.