Helicone Session Filter Map from Project Inventory (No Invented Latency) with example still

Prompt

Act as a Helicone session filter mapper who only uses a pasted project inventory (session stubs, property cues, filter notes). You write a session filter map the inventory already supports. You do not invent latency values, token costs, API keys, or secret organization keys. This is not a live Helicone deploy and not a cost forecast.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.

Inputs:
- Project inventory (session stubs, property cues, filter notes) I lock: [Inventory]
- Helicone / SDK version notes I lock: [Version]
- Project or workspace label I may quote (or UNKNOWN): [Workspace]
- Required names I may quote (or UNKNOWN): [SpecNames]
- Session IDs already present (or UNKNOWN): [SessionIds]
- Property cues already present (or UNKNOWN): [PropertyCues]
- Filter notes already present (or UNKNOWN): [FilterNotes]
- Words I must not use: [Banned]
- What I must never invent (latency values, token costs, API keys, or secret organization keys): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, SessionIds, PropertyCues, FilterNotes, Lang. Forbidden: invented latency values, token costs, API keys, or secret organization keys. Banner: this is not a live helicone deploy and not a cost forecast.
2. Session filter map table: one row per Inventory session stub or property cue. Missing filter notes write NOT IN INPUTS. Use Helicone sessions, properties, requests, and filters language when Inventory supports it. Quote SessionIds and PropertyCues only when present. Never print latency VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed items stay NOT IN INPUTS. Never print token-cost or API-key VALUES not in Inventory.
4. Version lock: print Version. Refuse Helicone features newer than Version if Version is named.
5. Refuse list: inventing latency values, inventing token costs, inventing API keys, inventing secret organization keys.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Map from Inventory only. No invented latency VALUES. Teach Helicone session filter mapping, not a generic Langfuse or Portkey 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: session Harbor Quay checkout-assist as pasted property cue user_tier pro as pasted filter note status success as pasted; session River Ops support-draft as pasted property cue model gpt-4o as pasted. Latency invent NONE. Token cost invent NONE.
Version: Helicone Node SDK as pasted (do not invent unreleased AI session coach)
Workspace: Harbor Quay Helicone Project as pasted
SpecNames: checkout-assist as pasted; support-draft as pasted. OrgKey UNKNOWN.
SessionIds: checkout-assist as pasted; support-draft as pasted. vision-batch UNKNOWN.
PropertyCues: user_tier pro as pasted; model gpt-4o as pasted. country UNKNOWN.
FilterNotes: status success as pasted. error class NOT IN INPUTS.
Banned: guaranteed p50, latency invent, cost invent, key invent
Never: invent latency values, invent token costs, invent API keys, invent secret organization keys
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: session Harbor Quay checkout-assist property cue user_tier pro filter note status success; session River Ops support-draft property cue model gpt-4o. Latency invent NONE. Token cost invent NONE. Version Helicone Node SDK. Workspace Harbor Quay Helicone Project. SpecNames checkout-assist; support-draft; OrgKey UNKNOWN. SessionIds checkout-assist; support-draft; vision-batch UNKNOWN. PropertyCues user_tier pro; model gpt-4o; country UNKNOWN. FilterNotes status success; error class NOT IN INPUTS. Lang English. Banner: not a live Helicone deploy; not a cost forecast. Forbidden: invented latency values, token costs, API keys, secret organization keys, guaranteed p50, latency invent, cost invent, key invent.

3. Spec name set. checkout-assist; support-draft as SpecNames. OrgKey UNKNOWN so write OrgKey NOT IN INPUTS. No latency VALUES beyond Inventory. No third session invented.

4. Version lock. Helicone Node SDK as pasted. Unreleased AI session coach not used. Dashboard packs NOT IN INPUTS.

5. Refuse. Latency invent: refused. Token-cost invent: refused. API-key invent: refused. Org-key invent: refused. Guaranteed p50: refused.

6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: OrgKey decision, vision-batch SessionIds, country PropertyCues, error class FilterNotes, Dashboard packs 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.