| Licence |
Open source — Apache 2.0, the whole system |
Proprietary SaaS |
Proprietary SaaS |
Proprietary SaaS |
Proprietary SaaS |
| Self-host |
Yes — your infrastructure, your database |
Vendor cloud only |
Vendor cloud only |
Vendor cloud only |
Vendor cloud only |
| Auditable logic |
Every agent prompt, tool and scoring rule is readable and editable |
Scoring and ranking are closed |
Signal weighting is closed |
Convergence logic is closed |
Classification model is closed |
| Primary edge |
Open-source agentic workflow over your own fund data |
Breadth of proprietary company + people index |
Cross-channel growth signals |
Investor follow-graph convergence on X |
AI reading of company websites at scale |
| Core dataset |
Bring your own — your pipeline, cap tables, data room, plus public registries |
35M+ companies, 195M+ people profiles |
Company, web traffic, hiring and product signals |
1,000+ venture investors' following behaviour |
28M+ company profiles, website-derived |
| Earliest signal |
Depends on the sources you connect |
Formation and stealth, talent movement |
Growth inflection across web / hiring / product |
Pre-round — months before announcement |
What a company actually does, not its SIC code |
| AI agent |
Specialist squad across the whole lifecycle |
Scout — research, market maps, outreach drafts |
AI search and scoring |
Prompt-to-founder-contact flow |
AI search and list building |
| Beyond sourcing |
Round modelling, diligence, IC memos, LP relations, portfolio ops |
Primarily discovery and research |
Primarily discovery and signals |
Primarily discovery and outreach |
Discovery plus M&A/PE workflows |
| Best fit |
Funds that want one system from thesis to IC and LP reporting |
Institutional VCs with dedicated sourcing teams |
Emerging managers on consumer and SaaS |
Solo GPs and small funds wanting early edge cheaply |
M&A, PE and mid-market corporate development |
| Pricing shape |
BYOD; self-host or hosted |
Enterprise / quote-based |
Mid-market subscription |
From ~$49/mo |
Subscription, not publicly listed |