Messe-Lotse/plan/prompts/README.md

AI Skill Prompt Files — Index

15 prompt files for all LLM-using AI skills. Each file contains: system prompt, user prompt template with {{variable}} placeholders, output schema, confidence scoring guidance, and examples.

Regex-only skills (SKILL-001 Classifier, SKILL-008 MismatchDetector, SKILL-008a VersionDetector) do not need prompt files — they use pure pattern matching.

Prompt File Inventory

Tier 1 — High Impact

File	Skill	Model	Notes
SKILL-001a-DocumentScopeDetector.md	Scope detection (customer/fair/job)	gpt-4o-mini	Receives upload context + entity IDs
SKILL-002-ContactExtractor.md	Contact extraction	gpt-4o-mini	Regex primary, LLM fallback
SKILL-003-DeadlineDetector.md	Deadline detection (German focus)	gpt-4o-mini	Regex primary, LLM fallback for context
SKILL-004-ChecklistGenerator.md	Action item extraction	gpt-4o-mini	German output, 20-item limit, source quoting
SKILL-004b-MultiFairDetector.md	Multi-fair detection	gpt-4o-mini	Returns fair array from consultation docs
SKILL-004c-BudgetExtractor.md	Budget/cost extraction	gpt-4o-mini	Regex primary, LLM for context classification
SKILL-004d-PainPointSummarizer.md	Pain points + expectations	gpt-4o-mini	German output, structured summary

Tier 2 — Validation

File	Skill	Model	Notes
SKILL-005-StandDataExtractor.md	Stand dimension extraction	gpt-4o	Handles multi-booth specs + hall info
SKILL-006-ConfirmationParser.md	Booking confirmation parsing	gpt-4o-mini	Service-type detection, discrepancy flagging
SKILL-007-BrandConsistencyChecker.md	Brand vs. photo comparison	gpt-4o (vision)	Compares brandbook palette to booth photos

Tier 3 — Enhancement

File	Skill	Model	Notes
SKILL-009-MaterialListExtractor.md	Material/furniture extraction	gpt-4o-mini	Categorizes items into 4 types, German names
SKILL-009a-LeadMagnetIdeator.md	Activation idea generation	gpt-4o	Creative output, temperature 0.7, 3 ideas
SKILL-010-AcceptanceReportGenerator.md	Acceptance report generation	gpt-4o	Structured JSON for Gotenberg PDF template
SKILL-011-SetupProgressAnalyzer.md	Photo progress comparison	gpt-4o (vision)	Detects construction changes, suggests checklist
SKILL-012-WeeklyProtocolSummarizer.md	Protocol summarization	gpt-4o-mini	German output, timeline-friendly structure

Usage

Each prompt file is a Markdown document containing:

1. Front matter (YAML): skill ID, name, tier, model, temperature, response format
2. System Prompt: instructions for the LLM
3. User Prompt Template: the message sent to the LLM, with {{variable}} placeholders that are populated at runtime by the PHP handler with extracted document text, entity context, and metadata
4. Output Schema: the expected JSON structure
5. Example (some files): sample input/output pairs for testing

These files are the canonical prompt source. The PHP handler (AiSkillTriggerListener) loads the prompt, replaces {{placeholders}} with runtime data, sends to the LLM API, and parses the response against the schema.