How ClariSight AI works
We combine a hand-curated catalog of enterprise software with a transparent, framework-driven AI synthesis layer. No paywalls, no pay-to-play rankings — every report and scorecard is generated on demand from public evidence.
The pipeline at a glance
Every report you read goes through the same four stages.
Curate the category
We define each market segment and pick the vendors that consistently appear across analyst, peer, and buyer signals.
Gather public evidence
We pull on analyst frameworks, peer review platforms, vendor docs, and customer references — all public sources.
Score against a rubric
A fixed 6-axis capability rubric plus market, customer, and implementation signals produce a normalized 0–100 score.
Render the verdict
Strengths, gaps, ideal buyer, pricing signals and a punchy Shortlist / Consider / Skip recommendation.
How we select vendors per category
Categories are not random. Each of the 153 categories in our catalog represents a distinct buying decision an enterprise team would actually make. Within each category, vendors must clear four bars before they appear on ClariSight AI:
Analyst recognition
The vendor is consistently named in at least one major independent analyst framework or equivalent vertical analyst coverage.
Peer review density
Sufficient verified review volume across major enterprise peer review platforms to derive a reliable customer voice signal — not just a marketing footprint.
Production deployments
Evidence of real, named enterprise customers in production. Pre-revenue or stealth-mode vendors are excluded until they have public references.
Category fit
The product solves the core problem the category is defined around — not an adjacent capability bolted into a broader suite.
No pay-to-play. Vendors cannot pay to be included, excluded, or repositioned. Inclusion is editorial, driven by the four criteria above.
Data sources we synthesize
ClariSight AI is a synthesis engine, not a primary research firm. We stand on the shoulders of public, well-established sources and combine them into a coherent view.
Analyst frameworks
- Leading quadrant-style analyst frameworks
- Wave-style analyst evaluations
- Independent market positioning studies
- Vertical and regional analyst notes
Peer reviews & customer voice
- Major enterprise peer review platforms
- Verified buyer review databases
- Independent peer insight communities
- Vertical practitioner communities
Vendor & product evidence
- Official product documentation
- Architecture and security whitepapers
- Pricing pages and published price lists
- Public product roadmaps and release notes
Customer references
- Named case studies and press releases
- Earnings call disclosures (public companies)
- Industry conference talks
- Open RFP / RFI awards in the public record
The scorecard logic
Every product report and 3-way comparison is built from the same structured rubric so that scores are comparable across vendors within a category.
The 6-axis capability rubric
Each vendor is scored 0–10 on six axes calibrated for the category:
Composite ClariSight Score
The 6-axis scores roll up into a single 0–100 composite, weighted by what matters most for that category. For example, an identity platform weights enterprise readiness more heavily; a marketing tool weights usability and time-to-value more.
Σ weighti = 1.0
Analyst position
We map composite score and market signal onto a familiar four-quadrant view:
- Leader — strong execution and strong vision.
- Challenger — strong execution, narrower vision.
- Visionary — bold roadmap, still scaling execution.
- Niche Player — focused on a specific segment or use case.
Qualitative layers
Numbers alone don't make a buying decision. Each report also synthesizes:
3-way scorecard logic
When you compare three vendors, we hold the rubric and category weights constant across all three so the scores are directly comparable. For each criterion you see a per-vendor rating, a short rationale, and an overall winner with the reasoning that decided it.
What ClariSight AI is — and isn't
What it is
- • An open synthesis of public analyst, peer, and vendor evidence.
- • A consistent rubric so vendors can be compared apples-to-apples.
- • A starting point that compresses weeks of desk research into minutes.
What it isn't
- • A substitute for hands-on POCs against your real data.
- • A licensed reproduction of any single analyst's research.
- • A pay-to-play directory — vendors cannot influence rankings.
Ready to put the methodology to work?
Browse the catalog, run a 3-way comparison, or upload an RFP and let ClariSight AI shortlist the top 5 solutions for you.