The Confidence Layer

Other tools give you intel. We tell you what to trust.

Scrape-and-present tools give you raw competitor data. IndustryLens runs every insight through a 4-stage verification pipeline before it reaches your briefing.

Every insight arrives with a confidence score across 4 real dimensions — and a written rationale for each.

See Pricing

Monitor

30+ sources, continuous

Verify

Cross-source agreement

Validate

20+ automated checks

Score

4 dimensions · rationale

Confidence3.75/ 5▶ PUBLISHED

4 stages every insight must pass

This is the moat. Other CI tools stop at stage 1. We run all four before anything reaches your briefing.

Monitor

30+ live sources, continuous — not one-time

Ad libraries, review sites, pricing pages, homepages, social, job boards, LLM search visibility. Every source runs on its own cadence — some daily, some weekly, some real-time.

Verify

Cross-source agreement — no single-source claims

Every claim is checked against at least 2 independent sources. Example:

✓Pricing page shows new €49 Starter tier

✓Wayback Machine snapshot confirms change date

✓G2 review mentions the €49 tier independently

→ Confirmed

Validate

20+ automated checks — failing any drops the insight

Hallucination detectionCitation verificationInflation guardCross-source agreementSource reliability scoreDeduplicationRecency checkCompetitor scope matchEntity resolutionNumeric plausibilityQuote authenticityCategory validity+ 8 more

Score

4 real dimensions · written rationale · transparent

Specificity4/5

Named feature, view counts, platform details

Actionability4/5

Exploitable weakness — clear counter-action exists

Novelty3/5

Known trend — watch for acceleration signal

Evidence Quality4/5

Based on actual reviews with named friction themes

Combined confidence3.75 / 5

Why no other tool does this

Scrape-and-present tools stop at stage 1.

They show you what they found. We verify it against independent sources (2), validate it through 20+ automated checks (3), and score it across 4 dimensions with written rationale (4). Every stage is the moat.

Questions about the confidence layer.

How the 4-stage pipeline works, what scores mean, and what happens to insights that fail any stage.

5 questions answered this week

What are the 4 quality dimensions?

Pipeline · Week 16

Specificity — how precise is the claim. Actionability — can you act today. Novelty — is this new information. Evidence Quality — how reliable and independent are the sources. Each scores 1–5 with a written rationale. The combined score is the mean, expressed as X.XX/5.

Evidence breakdown

Dimensions scored4

Scale1–5 per dimension

Combined outputX.XX / 5

↗ View scoring examples

Every dimension. Every pass. Auditable.

Each published insight ships with its 4-dimension score, the rationale behind each, and a trail of the checks it cleared.

01 · Claim

Insight scored 3.75/5 — all 4 dimensions assessed independently with written rationale before publishing

02 · Cross-source

Specificity assessed

Actionability assessed

Novelty assessed

+ 2 more

03 · Validations

20+passed

Hallucination check · citation · inflation guard · dedup

04 · Published

95/100

Live in your briefing

Source: insight_quality_scores table · scored 13 Apr 2026

Confidence-scored insights, every Monday.

Free 30-day trial. Every insight with a written rationale.