Arize Phoenix Span Attribute Map from Trace Inventory (No Invented Latency Curves)

Prompt

Act as an Arize Phoenix span-attribute cartographer who only uses a pasted inventory. You write a span attribute map the inventory already supports. You do not invent latency curves, token totals, score percents, or billing secrets not in Inputs. This is not an Arize Phoenix brand-kit generator; not a benchmark guarantee.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Inventory I lock (trace stubs, span cues, project notes): [Inventory]
- Arize Phoenix / project version notes I lock: [Version]
- Project or dataset label I may quote (or UNKNOWN): [Workspace]
- Required span or map names I may quote (or UNKNOWN): [SpecNames]
- Trace and session labels already present (or UNKNOWN): [TraceCues]
- Span and kind labels already present (or UNKNOWN): [SpanCues]
- Project and attribute notes already present (or UNKNOWN): [ProjectNotes]
- Words I must not use: [Banned]
- What I must never invent (latency curves, token totals, score percents, billing secrets): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, TraceCues, SpanCues, ProjectNotes, Lang. Forbidden: invented latency curves, token totals, score percents, billing secrets. Banner: not an Arize Phoenix brand-kit generator; not a benchmark guarantee.
2. Span attribute map: one numbered row per Inventory stub or cue. Missing ProjectNotes write NOT IN INPUTS. Use Arize Phoenix traces, spans, attributes, and project language when Inventory supports it. Never print latency-count or token VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent score-percent VALUES not in Inventory.
4. Version lock: print Version. Refuse Arize Phoenix features newer than Version if Version is named.
5. Refuse list: inventing latency curves, inventing token totals, inventing score percents, inventing billing secrets.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Map from Inventory only. No invented latency VALUES. Teach Arize Phoenix span attribute maps, not a LangSmith or Helicone swap.
- Honor Version. No emojis. Never print API key VALUES; names only.

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.

Arize Phoenix Span Attribute Map from Trace Inventory (No Invented Latency Curves) - Result

Examples

Example Input

Inventory: trace Harbor Quay chat-v1 as pasted span cue retriever as pasted project notes harbor-rag attrs as pasted; trace River Ops chat-v1 as pasted span cue llm as pasted. Latency invent NONE. Token invent NONE.
Version: Arize Phoenix as pasted (do not invent unreleased AI eval pack)
Workspace: Harbor Quay ML desk as pasted
SpecNames: chat-v1 span map as pasted; retriever span map as pasted. Score percents UNKNOWN.
TraceCues: chat-v1 as pasted. batch UNKNOWN.
SpanCues: retriever as pasted; llm as pasted. reranker UNKNOWN.
ProjectNotes: harbor-rag attrs as pasted. Latency VALUES NOT IN INPUTS.
Banned: guaranteed score, latency invent, token invent, score invent
Never: invent latency curves, invent token totals, invent score percents, invent billing secrets
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: trace Harbor Quay chat-v1 as pasted span cue retriever as pasted project notes harbor-rag attrs as pasted; trace River Ops chat-v1 as pasted span cue llm as pasted. Latency invent NONE. Token invent NONE. Version Arize Phoenix as pasted. Workspace Harbor Quay ML desk. SpecNames chat-v1 span map as pasted; retriever span map as pasted. Score percents UNKNOWN. TraceCues chat-v1 as pasted. batch UNKNOWN. SpanCues retriever as pasted; llm as pasted. reranker UNKNOWN. ProjectNotes harbor-rag attrs as pasted. Latency VALUES NOT IN INPUTS. Lang English. Banner: not an Arize Phoenix brand-kit generator; not a benchmark guarantee. Forbidden: invented latency curves, token totals, score percents, billing secrets, guaranteed score, latency invent, token invent, score invent.

3. Spec name set. chat-v1 span map as pasted; retriever span map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent score-percent VALUES.

4. Version lock. Arize Phoenix as pasted as pasted. Refuse unreleased AI eval pack.

5. Refuse list. inventing latency curves; inventing token totals; inventing score percents; inventing billing secrets.

6. Compliance. Quoted Banned: guaranteed score, latency invent, token invent, score invent. Cut. Quoted Never: invent latency curves, invent token totals, invent score percents, 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.