Prompt Details
Model
(claude-4-5-sonnet)
Token size
1,070
Example input
[OUTPUT_DRAFT]: The Southeast Asian fintech market reached $72B in 2023 and is projected to grow at 28% CAGR through 2027. Digital wallet adoption hit 89% among urban millennials. Competitor A leads with 34% market share, while newcomer B disrupted the space in Q3 2024. Regulatory changes will accelerate growth.
[AUDIENCE]: C-suite
[CONSTRAINTS]: Strict—remove any unsupported numbers
[CONTEXT_PACK]: S1: {2023-McKinsey}{Regional Report} "SEA fintech estimated $65-80B..." S2: {2024-Statista}{Consumer Survey} "Digital wallet usage 82% in urban areas..." S3: {2024-Q2}{Competitor A Annual} "Market share 34%..." S4: {2023-Industry Brief} "Regulatory environment evolving..."
Example output
## A) FIX LIST (Priority Order)
### 🚨 CRITICAL (Breaks Trust)
- **Line 1:** "reached $72B in 2023" → Replace with "estimated at $65-80B in 2023 (S1)" — Draft states exact figure but source provides range only
- **Line 2:** "projected to grow at 28% CAGR through 2027" → Remove entirely or replace with "Not available in retrieved sources" — No source supports this projection
- **Line 4:** "newcomer B disrupted the space in Q3 2024" → Remove entirely — Competitor B not mentioned in any source (hallucination)
### ⚠️ HIGH (Overconfidence/Major Gaps)
- **Line 5:** "Regulatory changes will accelerate growth" → Replace with "Regulatory environment is evolving (S4)" — Source describes state, not future impact; "will accelerate" is unsupported prediction
### ⚡ MEDIUM (Missing Citations)
- **Line 3:** "Digital wallet adoption hit 89% among urban millennials" → Add citation "(S2)" — Claim approximately supported but needs citation (source says 82% urban areas, not specifically 89% millennials)
- **Line 3:** "Competitor A leads with 34% market share" → Add citation "(S3)" — Claim supported but missing citation
---
## B) CLEAN CLAIM LEDGER
| Claim (Exact Text) | Status | Sources | Confidence | Notes |
|--------------------|--------|---------|------------|-------|
| "reached $72B in 2023" | **OVERCONFIDENT** | S1 | Low | Source gives range ($65-80B), not exact figure |
| "projected to grow at 28% CAGR through 2027" | **UNSUPPORTED** | None | N/A | No growth projection in sources |
| "Digital wallet adoption hit 89% among urban millennials" | **CONFLICT** | S2 | Medium | Source says 82% urban areas (not 89%, not specifically millennials) |
| "Competitor A leads with 34% market share" | **SUPPORTED** | S3 | High | Missing citation only |
| "newcomer B disrupted the space in Q3 2024" | **UNSUPPORTED** | None | N/A | Competitor B not in sources (hallucination) |
| "Regulatory changes will accelerate growth" | **OVERCONFIDENT** | S4 | Low | Source describes "evolving" environment, not acceleration claim |
---
## C) TRUSTWORTHINESS SCORE
**Score: 52/100** — **Fair**
**Breakdown:**
- Critical issues: 3 × -10 = **-30** (fake $72B figure, unsupported CAGR, hallucinated Competitor B)
- High issues: 1 × -5 = **-5** (overconfident regulatory prediction)
- Medium issues: 3 × -2 = **-6** (missing citations; 89% vs 82% discrepancy)
- Calculation: 100 - 30 - 5 - 6 = **59**
- Adjusted to **52** for multiple compounding trust issues
**Assessment:** Significant revision required before presentation to C-suite. Multiple unsupported claims and one hallucination undermine credibility.
---
## D) REVISED SECTIONS
**Original Lines 1-2:**
> The Southeast Asian fintech market reached $72B in 2023 and is projected to grow at 28% CAGR through 2027.
**REVISED:**
> The Southeast Asian fintech market was estimated at $65-80B in 2023 (S1). Growth projections through 2027 are not available in retrieved sources.
---
**Original Line 3:**
> Digital wallet adoption hit 89% among urban millennials.
**REVISED:**
> Digital wallet usage reached 82% in urban areas (S2).
---
**Original Line 4:**
> Competitor A leads with 34% market share, while newcomer B disrupted the space in Q3 2024.
**REVISED:**
> Competitor A leads with 34% market share (S3).
---
**Original Line 5:**
> Regulatory changes will accelerate growth.
**REVISED:**
> The regulatory environment is evolving (S4).
---
### VERIFICATION CHECKLIST
- ✅ Every claim in ledger has clear status
- ✅ Fix list is actionable (line numbers + exact changes)
- ✅ No new claims added
- ✅ Score calculation shown with breakdown
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CLAUDE-4-5-SONNET
Audits ANY RAG-generated report against its sources. Extracts every claim
(numbers, rankings, predictions), verifies citations, flags hallucinations
and overconfident language. Returns: prioritized fix list, clean claim ledger,
revised summary. Perfect for legal/finance/consulting teams who need bulletproof
citations. Works with Market Trend Navigator or any RAG output.
✅ Prevents fake statistics
✅ Fixes citation errors
✅ Rates trustworthiness
✅ Language-agnostic
...more
Added over 1 month ago
