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index / Samaya vs ToltIQ

>_ Samaya vs ToltIQ

Samaya and ToltIQ, side-by-side. Compare the facts below, then pick the one that fits your workflow.

Samaya
ToltIQ
one-liner
Expert AI agents for hedge funds and IB — thesis evaluators, data-point trackers, and primers with 96% accuracy on financial workflows.
PE due-diligence AI from ex-KKR CIO Ed Brandman — query entire virtual data rooms with source-linked answers across financial, legal, technical, and market documents.
best for
institutional investment professionals — sell-side analysts, hedge fund teams, mutual fund managers, sales & trading desks, investment bankers, PE analysts — executing high-stakes research and monitoring workflows
private markets professionals (PE, VC) running due diligence on deal rooms with unstructured documents.
key feature
Causal-world-model agents at 96% accuracy on finance tasks
Bulk-query VDRs (60M+ pages indexed) with source-cited PE-specific outputs
who uses it
Hedge Fund, Mutual Fund, Investment Bank, Private Equity, RIA
Private Equity, Venture Capital
asset class
Equities
Private Markets
function
AI Agents
AI Agents
strategies
—
Fundamental Analysis, Event-Driven / Special Situations
workflow
Idea Generation, Research, Monitoring
Research
regions
Global
—
pricing
CALL
CALL
free tier
no
no
model
enterprise
enterprise
via
web
web
audience
pro · other
pro · hedge fund
upvotes
0
0

Samaya vs ToltIQ: key differences

  • Samaya covers Equities; ToltIQ covers Private Markets.
  • Samaya also covers idea generation, monitoring in the workflow.
  • Samaya lists Hedge Fund, Mutual Fund, Investment Bank, RIA users; ToltIQ does not.
  • ToltIQ lists Venture Capital users; Samaya does not.
  • ToltIQ is tagged for fundamental analysis, event-driven / special situations.

about Samaya

AI agent platform for financial professionals combining domain-trained LLMs and multi-step workflow automation. Handles thesis evaluation, data-point tracking, custom primers, research summarization, and model/report generation with attributed, cited outputs. Claims 96% accuracy on financial tasks per independent benchmarks vs 57% for GPT-based systems.

about ToltIQ

ai platform for private markets due diligence — upload entire virtual data rooms (VDR), query across financial/legal/technical/market documents, every answer source-cited. includes workflows, blueprints, bulk query across hundreds of docs, and shared vaults for firm templates/research. built by ex-KKR CIO Ed Brandman.

Samaya
Expert AI agents for hedge funds and IB — thesis evaluators, data-point trackers, and primers with 96% accuracy on financial workflows.
[↗] visit samaya.ai
ToltIQ
PE due-diligence AI from ex-KKR CIO Ed Brandman — query entire virtual data rooms with source-linked answers across financial, legal, technical, and market documents.
[↗] visit toltiq.com

See full data, pricing and alternatives on the Samaya profile page, or the ToltIQ profile page.

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