📢 Marketing

Loops.so Audience Segment Map from List Inventory (No Invented Open Rates)

Turn a Loops.so list inventory into an audience segment map only. No invented open rates, click totals, or subscriber scores beyond the inventory.

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September 24, 2026

Prompt

Act as a Loops.so audience-segment cartographer who only uses a pasted inventory. You write a audience segment map the inventory already supports. You do not invent open rates, click totals, subscriber scores, or billing secrets not in Inputs. This is not a Loops.so brand-kit generator; not a growth 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 (audience stubs, segment cues, event notes): [Inventory]
- Loops.so / workspace version notes I lock: [Version]
- Brand or account label I may quote (or UNKNOWN): [Workspace]
- Required audience or map names I may quote (or UNKNOWN): [SpecNames]
- Audience and list labels already present (or UNKNOWN): [AudienceCues]
- Segment and filter labels already present (or UNKNOWN): [SegmentCues]
- Event and property notes already present (or UNKNOWN): [EventNotes]
- Words I must not use: [Banned]
- What I must never invent (open rates, click totals, subscriber scores, billing secrets): [Never]
- Output format: [Format]
- Language: [Lang]

Generate:
1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, AudienceCues, SegmentCues, EventNotes, Lang. Forbidden: invented open rates, click totals, subscriber scores, billing secrets. Banner: not a Loops.so brand-kit generator; not a growth guarantee.
2. Audience segment map: one numbered row per Inventory stub or cue. Missing EventNotes write NOT IN INPUTS. Use Loops.so audiences, segments, events, and property language when Inventory supports it. Never print open-count or click VALUES not in Inventory.
3. Spec name set: only names in SpecNames. Unnamed rows stay NOT IN INPUTS. Never invent subscriber-score VALUES not in Inventory.
4. Version lock: print Version. Refuse Loops.so features newer than Version if Version is named.
5. Refuse list: inventing open rates, inventing click totals, inventing subscriber scores, inventing billing secrets.
6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format.

Constraints:
- Map from Inventory only. No invented open VALUES. Teach Loops.so audience segment maps, not a Customer.io or Buttondown 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.

Loops.so Audience Segment Map from List Inventory (No Invented Open Rates) - Result

Examples

Example Input

Inventory: audience Harbor Quay Dock Builders as pasted segment cue Trial as pasted event notes signup as pasted; audience River Ops River Ops as pasted segment cue Active as pasted. Open invent NONE. Click invent NONE.
Version: Loops.so as pasted (do not invent unreleased AI audience pack)
Workspace: Harbor Quay email desk as pasted
SpecNames: Dock Builders audience map as pasted; River Ops audience map as pasted. Subscriber scores UNKNOWN.
AudienceCues: Dock Builders as pasted; River Ops as pasted. VIP UNKNOWN.
SegmentCues: Trial as pasted; Active as pasted. Churned UNKNOWN.
EventNotes: signup as pasted. Open VALUES NOT IN INPUTS.
Banned: guaranteed opens, open invent, click invent, subscriber invent
Never: invent open rates, invent click totals, invent subscriber scores, invent billing secrets
Format: ledger + table + specs + version + refuse + compliance
Lang: English

Example Output

1. Ledger. Inventory: audience Harbor Quay Dock Builders as pasted segment cue Trial as pasted event notes signup as pasted; audience River Ops River Ops as pasted segment cue Active as pasted. Open invent NONE. Click invent NONE. Version Loops.so as pasted. Workspace Harbor Quay email desk. SpecNames Dock Builders audience map as pasted; River Ops audience map as pasted. Subscriber scores UNKNOWN. AudienceCues Dock Builders as pasted; River Ops as pasted. VIP UNKNOWN. SegmentCues Trial as pasted; Active as pasted. Churned UNKNOWN. EventNotes signup as pasted. Open VALUES NOT IN INPUTS. Lang English. Banner: not a Loops.so brand-kit generator; not a growth guarantee. Forbidden: invented open rates, click totals, subscriber scores, billing secrets, guaranteed opens, open invent, click invent, subscriber invent.

2. Audience segment map.
1. Harbor Quay Dock Builders | AudienceCues Dock Builders as pasted | SegmentCues Trial as pasted | EventNotes signup as pasted | open VALUES NONE | click NONE | Loops.so audience segment map only.
2. River Ops River Ops | AudienceCues River Ops as pasted | SegmentCues Active as pasted | EventNotes beyond signup NOT IN INPUTS | open VALUES NONE | click NONE.
Subscriber scores UNKNOWN so write subscriber-score VALUES NOT IN INPUTS. VIP not invented beyond AudienceCues.

3. Spec name set. Dock Builders audience map as pasted; River Ops audience map as pasted as SpecNames. Unnamed rows NOT IN INPUTS. Never invent subscriber-score VALUES.

4. Version lock. Loops.so as pasted as pasted. Refuse unreleased AI audience pack.

5. Refuse list. inventing open rates; inventing click totals; inventing subscriber scores; inventing billing secrets.

6. Compliance. Quoted Banned: guaranteed opens, open invent, click invent, subscriber invent. Cut. Quoted Never: invent open rates, invent click totals, invent subscriber scores, 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.

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