From Raw Data to Verified Intelligence — Scoring, Confidence & Quality Assurance

Estimated Read Time: 13 minutes | Category: Technology Deep-Dive

The Final Mile

After research, extraction, grounding, computation, and consistency checking, we have massive amounts of verification data. But raw data isn't useful—users need clear signals: Can I trust this claim? How confident should I be in this report?

This final blog post covers Steps 10-11 of our pipeline: the Verification Scoring Module (VSM) and the Quality Gate that determines when a report is ready for publication.

Pipeline Step 10: Verification Scoring Module (VSM)

The VSM takes all verification signals and produces actionable scores at two levels:

Claim-Level Scoring

Each claim receives a Verification Score (0-100) based on:

• CGA results: Relevance (0.70 threshold), Support (3/5 threshold), Fidelity (0.85 threshold)

• CVM results: Computational accuracy within tolerance

• Source quality: RSI score of supporting sources

• Corroboration: Number of independent sources supporting the claim

Score interpretation:

• 90-100: Verified — High confidence, multiple quality sources

• 75-89: Likely Accurate — Good support, minor gaps

• 50-74: Uncertain — Limited support, requires human review

• Below 50: Unverified — Insufficient evidence, flagged for revision

Report-Level Scoring

The overall report confidence score is a weighted aggregate:

• Critical claims contribute 40% (must average ≥85 for HIGH confidence)

• High-priority claims contribute 30%

• Medium-priority claims contribute 20%

• Low-priority claims contribute 10%

Pipeline Step 11: Quality Gate

The Quality Gate is the final checkpoint before a report is marked ready for delivery:

Automatic approval criteria:

• Report confidence ≥ 80%

• Zero CRITICAL claims below 75

• Zero unresolved ICC conflicts

• All executive summary claims ≥ 85

Manual review triggers:

• Any CRITICAL claim fails CGA

• CVM finds computational errors

• ICC detects unresolved contradictions

• Report confidence between 60-80%

Automatic rejection triggers:

• Report confidence < 60%

• More than 3 CRITICAL claims below 50

• Major internal contradictions unresolved

The Complete 11-Step Pipeline

Let's recap the full journey from query to verified report:

Research Phase (Steps 1-4):

1. Query Decomposition — LADDER breaks down complex questions

2. Research Planning — Director sets strategy and iteration targets

3. Parallel Research — Five specialist agents investigate simultaneously

4. Source Scoring — RSI rates every source on quality dimensions

Verification Phase (Steps 5-9):

5. Claim Extraction — CEE parses report into atomic, verifiable claims

6. Citation Resolution — CRS validates and retrieves source documents

7. Content Grounding — CGA performs 3-stage verification against sources

8. Computational Verification — CVM checks mathematical accuracy

9. Consistency Checking — ICC detects internal contradictions

Output Phase (Steps 10-11):

10. Verification Scoring — VSM produces claim and report confidence scores

11. Quality Gate — Final approval, manual review, or rejection

Why This Matters

In a world where 30% of AI-generated claims are wrong, verification isn't optional—it's essential. The platforms that verify will win the trust of the enterprises that matter.

PromptReports.ai is the only platform that combines autonomous multi-agent research with claim-level verification. Every claim traced. Every source checked. Every report scored.

PromptReports.ai is a Verified Intelligence Platform that delivers AI-powered analyst reports with claim-level source verification. Generate your first verified report →