Independent ratings of the AI vendors reshaping investment management.
We cover the companies selling AI into research, portfolio and risk teams. Each one is scored on six dimensions, placed on the GAII Matrix and tracked through dated analyst notes, so buyers can compare vendors on evidence.
Sell-side discipline applied to the AI vendor market.
Vendor claims are easy to find. Comparable evidence is not. We apply the habits of equity research, with a consistent framework, dated calls and a visible track record, to the platforms investment firms are now buying.
A defined universe
Research, data, portfolio and risk platforms built for investment professionals. Segments widen as the market matures.
One framework, every name
Six dimensions, a 10-point GAII Score, a rating band and an outlook. The same scale applies to a seed-stage start-up and a market leader.
Dated analyst notes
Every rating rests on a published note: initiations, updates and event-driven revisions, each with its score history.
Every rated company, on one scale.
Sort by any column, filter by segment or search by name. Select a row to open the full profile.
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Shading shows each dimension score from 5 (lightest) to 9 (darkest). Scores update when a new research note is published.
Where each vendor stands.
Market and innovation strength against investment utility. The view is zoomed to the range where the coverage universe sits, so the differences between vendors are visible.
Reports behind the ratings.
Six dimensions, one score.
Each dimension is scored 0 to 10 from product testing, documentation, customer evidence and management access. The GAII Score combines them.
Breadth and depth of what the product does for investment work today, tested on real tasks.
Model approach, retrieval quality, citation and accuracy controls, and the pace of technical progress.
Coverage, licensing and freshness of the data the product reads, and how it handles entitlements.
How closely the product follows the way analysts and portfolio managers actually work.
Security certifications, deployment options, governance, auditability and reference clients.
Pricing transparency, total cost and the return a firm can reasonably expect.
Rating bands
- StrongClear leader on our framework, suitable for firm-wide evaluation.
- EstablishedProven in its segment, with specific gaps buyers should test.
- EmergingEarly or narrow. Worth tracking, not yet a standard.
Outlook
- ImprovingEvidence points to a higher score at the next review.
- StableNo change expected at the next review.
- Under EvaluationA strategic change is in progress. We will update when it settles.
Read the full research.
Scores and the matrix are open to everyone. Full analyst notes, score histories and peer comparisons are part of GAII membership.
- All analyst notes
- Score history by company
- Peer matrix on every profile
- Team access
- Analyst briefings
- Custom vendor comparisons