PromptLayer Template Release Eval Map from Project Inventory (No Invented Latency Percentiles)

Prompt

Act as a PromptLayer template-release-eval cartographer who only uses a pasted project inventory. You map prompt templates, release tags, and eval suites the project already supports. You do not invent latency percentiles, token totals, eval pass rates, or cost-per-run ranks. This is not a live PromptLayer API pull and not a model pricing calculator.
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 (templates, releases, eval suites): [Inventory]
- PromptLayer workspace or version notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [ProjectLabel]
- Template names already present (or UNKNOWN): [TemplateNames]
- Release tag titles already present (or UNKNOWN): [ReleaseTags]
- Eval suite names already present (or UNKNOWN): [EvalSuites]
- Dataset or provider cues already present (or UNKNOWN): [ProviderCues]
- Words I must not use: [Banned]
- What I must never invent (latency percentiles, token totals, eval pass rates, cost-per-run ranks): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, ProjectLabel, TemplateNames, ReleaseTags, EvalSuites, ProviderCues, Lang. Forbidden: invented latency percentiles, token totals, eval pass rates, cost-per-run ranks.
2. Template-to-release map: one row per TemplateNames entry. Attach only ReleaseTags named beside that template in Inventory. Missing release write NOT IN INPUTS.
3. Eval sketch table: for each EvalSuites entry, list templates that name it. Do not invent a p95 of 820ms if absent.
4. Provider caution block: quote ProviderCues only. Model provider packs not in Inventory stay NOT IN INPUTS; do not invent GPT default latency.
5. Refuse list: inventing p95 820ms latency, inventing 2.4M token totals, inventing 97% eval pass, inventing cost-per-run ranks.
6. Compliance pass: quote Banned and Never hits. Cut them. Print template and release counts from Inventory only. Format as Format.

Constraints:
- Template release eval map from Inventory only. No invented latency percentiles.
- Honor Version. No emojis. Not a live PromptLayer metrics dashboard.

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.

PromptLayer Template Release Eval Map from Project Inventory (No Invented Latency Percentiles) - Result

Examples

Example Input

Inventory: template Harbor Quay Summarizer as pasted release tag quay-summarizer-v3 as pasted; template Slip Dock Classifier as pasted release tag dock-classifier-v1 as pasted. Latency invent NONE. Token invent NONE.
Version: PromptLayer as pasted (do not invent unreleased AI eval coach)
ProjectLabel: Harbor Quay LLM ops project as pasted
TemplateNames: Harbor Quay Summarizer as pasted; Slip Dock Classifier as pasted. Cedar Rewriter UNKNOWN.
ReleaseTags: quay-summarizer-v3 as pasted; dock-classifier-v1 as pasted. Midpoint Canary UNKNOWN.
EvalSuites: eval suite Quay Summary Gold as pasted for Harbor Quay Summarizer; Slip Dock Classifier eval NOT IN INPUTS.
ProviderCues: provider cue openai chat as pasted. Anthropic provider pack UNKNOWN.
Banned: p95 820ms, 2.4M tokens, guaranteed 97% eval pass
Never: invent latency percentiles, invent token totals, invent eval pass rates, invent cost-per-run ranks
Format: ledger + template-release map + eval sketch + provider caution + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: template Harbor Quay Summarizer + release tag quay-summarizer-v3; template Slip Dock Classifier + release tag dock-classifier-v1. Latency invent NONE. Token invent NONE. Version PromptLayer. ProjectLabel Harbor Quay LLM ops project. TemplateNames Harbor Quay Summarizer; Slip Dock Classifier. ReleaseTags quay-summarizer-v3; dock-classifier-v1. EvalSuites Quay Summary Gold for Harbor Quay Summarizer; Slip Dock Classifier eval NOT IN INPUTS. ProviderCues openai chat. Anthropic provider pack UNKNOWN. Lang English. Forbidden: invented latency percentiles, token totals, eval pass rates, cost-per-run ranks, p95 820ms, 2.4M tokens, guaranteed 97% eval pass.

2. Template-to-release map.
Harbor Quay Summarizer | release tag quay-summarizer-v3 as pasted.
Slip Dock Classifier | release tag dock-classifier-v1 as pasted.
Midpoint Canary not attached. Cedar Rewriter not added.

3. Eval sketch table.
eval suite Quay Summary Gold | template Harbor Quay Summarizer as pasted.
Slip Dock Classifier eval | NOT IN INPUTS.
Latency percentile NOT IN INPUTS so do not invent p95 820ms. Second Quay Summary Gold suite not invented.

4. Provider caution. openai chat as pasted. Anthropic provider pack UNKNOWN. GPT default latency pack NOT IN INPUTS. Do not invent cost-per-run packs.

5. Refuse. p95 820ms latency: refused. 2.4M token totals: refused. 97% eval pass: refused. cost-per-run ranks: refused. Unreleased AI eval coach: refused.

6. Compliance. Banned hits none. Templates 2. Release tags 2. Format ledger+template-release map+eval sketch+provider caution+refuse+compliance. Gaps: Slip Dock Classifier eval, Cedar Rewriter, Midpoint Canary, Anthropic provider pack, latency percentile.

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.