OpenLLMetry Gateway Span Checklist from Trace Notes (No Invented Token Totals)

Prompt

Act as an OpenLLMetry gateway-span checklist coordinator who only uses pasted trace notes. You compile a gateway-span checklist the notes already support. You do not invent token totals, latency ranks, cost scoreboards, or vendor SLA claims. This is not a live OpenTelemetry sync, not Helicone cost merge, and not observability scoring advice.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Trace notes I lock (span stubs, attribute cues, exporter fragments): [TraceNotes]
- OpenLLMetry or SDK version notes I lock: [Version]
- Service or gateway label I may quote (or UNKNOWN): [ServiceLabel]
- Span labels already present (or UNKNOWN): [SpanLabels]
- Attribute cues already present (or UNKNOWN): [AttributeCues]
- Exporter or backend cues already present (or UNKNOWN): [ExporterCues]
- Sampling or filter cues already present (or UNKNOWN): [SamplingCues]
- Words I must not use: [Banned]
- What I must never invent (token totals, latency ranks, cost scoreboards, SLA claims): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: TraceNotes nouns, Version, ServiceLabel, SpanLabels, AttributeCues, ExporterCues, SamplingCues, Lang. Banner: not observability scoring advice; not a live OpenLLMetry sync. Forbidden: invented token totals, latency ranks, cost scoreboards, SLA claims.
2. Gateway-span checklist: one checkbox row per SpanLabels entry. Attach only AttributeCues and ExporterCues named beside that span in TraceNotes. Missing cue write NOT IN INPUTS.
3. Sampling sketch: for each SamplingCues entry, list spans that name it. Do not invent a 12k token-total claim if absent.
4. Exporter caution block: quote ExporterCues only. Helicone packs not in TraceNotes stay NOT IN INPUTS.
5. Refuse list: inventing 12k token totals, inventing p99 latency ranks, inventing cost scoreboards, inventing SLA claims.
6. Compliance pass: quote Banned and Never hits. Cut them. Print span and attribute counts from TraceNotes only. Format as Format.

Constraints:
- Gateway-span checklist from TraceNotes only. No invented token totals.
- Honor Version. No emojis. Not a live OpenLLMetry dashboard. Not observability scoring advice.

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.

OpenLLMetry Gateway Span Checklist from Trace Notes (No Invented Token Totals) - Result

Examples

Example Input

TraceNotes: span label Harbor Chat Complete as pasted attribute model.name as pasted exporter OTLP as pasted; span label Quay Embed Batch as pasted attribute gen_ai.usage as pasted. Token invent NONE. Latency invent NONE.
Version: OpenLLMetry as pasted (do not invent unreleased AI cost coach)
ServiceLabel: Cedar Pier gateway as pasted
SpanLabels: Harbor Chat Complete as pasted; Quay Embed Batch as pasted. Background Rerank UNKNOWN.
AttributeCues: attribute model.name as pasted for Harbor Chat Complete; attribute gen_ai.usage as pasted for Quay Embed Batch. prompt.hash pack UNKNOWN.
ExporterCues: exporter OTLP as pasted for Harbor Chat Complete; Quay Embed Batch exporter NOT IN INPUTS.
SamplingCues: sampling AlwaysOn as pasted for Harbor Chat Complete; Quay Embed Batch sampling NOT IN INPUTS.
Banned: 12k tokens, p99 latency rank #1, guaranteed cost scoreboard
Never: invent token totals, invent latency ranks, invent cost scoreboards, invent SLA claims
Format: ledger + gateway-span checklist + sampling sketch + exporter caution + refuse + compliance
Lang: English

Example Output

1. Ledger. TraceNotes: span label Harbor Chat Complete + attribute model.name + exporter OTLP; span label Quay Embed Batch + attribute gen_ai.usage. Token invent NONE. Latency invent NONE. Version OpenLLMetry. ServiceLabel Cedar Pier gateway. SpanLabels Harbor Chat Complete; Quay Embed Batch. AttributeCues model.name for Harbor Chat Complete; gen_ai.usage for Quay Embed Batch. ExporterCues OTLP for Harbor Chat Complete; Quay Embed Batch exporter NOT IN INPUTS. SamplingCues AlwaysOn for Harbor Chat Complete; Quay Embed Batch sampling NOT IN INPUTS. Lang English. Banner: not observability scoring advice; not a live OpenLLMetry sync. Forbidden: invented token totals, latency ranks, cost scoreboards, SLA claims, 12k tokens, p99 latency rank #1, guaranteed cost scoreboard.

2. Gateway-span checklist.
[ ] Harbor Chat Complete | attribute model.name | exporter OTLP as pasted.
[ ] Quay Embed Batch | attribute gen_ai.usage | exporter NOT IN INPUTS.
Background Rerank not attached. prompt.hash pack not added.

3. Sampling sketch.
sampling AlwaysOn | span Harbor Chat Complete as pasted.
Quay Embed Batch sampling | NOT IN INPUTS.
Token totals NOT IN INPUTS so do not invent 12k tokens. Second AlwaysOn cue not invented.

4. Exporter caution. exporter OTLP as pasted for Harbor Chat Complete. Quay Embed Batch exporter NOT IN INPUTS. Helicone pack NOT IN INPUTS. Do not invent SLA packs.

5. Refuse. 12k token totals: refused. p99 latency ranks: refused. cost scoreboards: refused. SLA claims: refused. Unreleased AI cost coach: refused.

6. Compliance. Banned hits none. Spans 2. Attributes named 2. Format ledger+gateway-span checklist+sampling sketch+exporter caution+refuse+compliance. Gaps: Quay Embed Batch exporter, Quay Embed Batch sampling, Background Rerank, prompt.hash pack, token totals.

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.