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Paraform

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Enterprise operations agentindependentVerified 2026-07-07

Agentic hiring platform pairing specialized human recruiters with custom AI agents that source, match, and surface candidates, delivering interview ready people in about ten to twelve days on an outcome based, contingency model.

Paraform, based in San Francisco, is an agentic hiring platform where expert human recruiters and custom AI agents work together to fill a company's most important roles. Founded in 2022 by co founders John Kim and Jeffrey Li, who first recruited each other and concluded the industry was broken, it grew to eight figures in annual recurring revenue and raised a Series B in March 2026 led by Scale Venture Partners, bringing total funding to sixty five million dollars, with backing from Felicis, A star, and founders from Palantir, Canva, Stripe, and Uber. More than one thousand companies, including Palantir, Rippling, Decagon, and Cognition, use it to hire across engineering, go to market, finance, and legal.

Its first product is an AI powered recruiter marketplace. A company posts a role and is matched with a few specialized recruiters who have a proven track record filling similar positions, while custom AI agents built for that company surface the best candidates, get hiring managers interested, and handle the busywork, delivering interview ready candidates in roughly ten to twelve days. The agents learn from a company's feedback, preferences, and culture, and Paraform is building a proprietary talent graph that, in its words, compounds intelligence with every hire so matches get sharper over time. Recruiters on the platform get a free all in one toolkit with sourcing, candidate matching, a CRM, a notetaker, and a scheduler, plus back office support, integrations to ATS, email, and calendar, and a dedicated talent strategist who actively manages the search. Real time dashboards, quality gates, and submission limits keep companies in control of the pipeline.

Paraform pairs automation with human judgment by design, keeping recruiters and hiring teams in the loop on every decision, and it emphasizes fairness by auditing model outputs and keeping people accountable for hiring choices. It runs as a cloud marketplace without a documented on premise option, uses its own matching models rather than a choice of provider, and acts through recruiting integrations rather than driving a browser. For a company hiring hard to fill roles that wants specialized recruiters and AI agents working together, paying on outcomes rather than retainers, Paraform is a strong and differentiated fit; a team wanting a self serve, model flexible agent platform, or a pure software only sourcing tool, will find it a recruiter marketplace at its core.

Vendor details

Canonical URL

https://www.paraform.com

Category

Enterprise operations agent

Subcategory

Agentic hiring recruiter marketplace

Funding status

Independent, based in San Francisco, founded in 2022 by co founders John Kim and Jeffrey Li, who first recruited each other and concluded the recruiting industry was broken. Paraform grew to eight figures in annual recurring revenue with a roughly twenty person team and raised a Series B in March 2026 led by Scale Venture Partners, with participation from Felicis, A star, and Liquid 2 Ventures, plus founders and executives from Palantir, Canva, YouTube, Stripe, Shopify, and Uber, bringing total funding to sixty five million dollars. More than one thousand companies, including Palantir, Rippling, Decagon, Abridge, and Cognition, hire through the platform.

Company status

independent

Use cases & customers

Primary use cases

specialized recruiting and sourcingcandidate matchingrecruiter marketplace and managementagentic hiring workflow

Target customers

high growth startupsin house talent acquisition teamscompanies hiring hard to fill roles

Deployment options

SaaScloud

Integrations

Paraform integrates with a company's applicant tracking system, email, and calendar so its AI agents and recruiters can source, schedule, and keep hiring teams in the loop without added complexity. Custom AI agents run sourcing and matching workflows across these systems, and a recruiter toolkit bundles sourcing, a CRM, a notetaker, and a scheduler.

In practice

Your hardest engineering and go to market roles sit open for months while internal sourcing stalls. Paraform matches you with specialized recruiters and custom AI agents that deliver interview ready candidates in roughly ten to twelve days.

Traditional agencies charge retainers and flood you with mismatched resumes. Paraform pairs AI matching with vetted recruiters, keeps quality gates and submission limits in place, and you pay a bounty only when you hire.

You want AI to speed up hiring without losing the human judgment that actually closes candidates. Paraform's agents handle sourcing and busywork while recruiters and your team stay in the loop on every decision.

Sources & related URLs

Research notes

Added via Crunchbase agentic discovery CSV, enriched full fidelity 2026-07-07. Categorized Enterprise operations on recruiting and hiring. Hybrid human recruiter plus AI agent marketplace; outcome based contingency pricing. Independent; sixty five million dollars total, Series B led by Scale Venture Partners, March 2026.

Capability coverage

8.5 / 14 capabilities · 61%

Integrations & Tool CallingIntegrates with a company's applicant tracking system, email, and calendar so agents and recruiters source, schedule, and keep teams in the loop, Paraform docs 2026-07-07 Full
Workflow OrchestrationCustom AI agents run sourcing and matching workflows and coordinate the hiring process alongside specialized recruiters from role to placement, Paraform docs 2026-07-07 Full
Knowledge Grounding & RAGBuilds a proprietary talent graph and learns each company's feedback, preferences, and culture to ground matching in real hiring signal, Paraform docs 2026-07-07 Full
Human Oversight & GuardrailsPairs automation with human judgment by design, keeping recruiters and hiring teams in the loop on every hiring decision, Paraform docs 2026-07-07 Full
Security, Identity & GovernanceHandles candidate and applicant tracking data, but formal security certifications are not documented in public material, Paraform docs 2026-07-07 Partial
Observability & AuditabilityReal time dashboards, quality gates, collision prevention, and submission limits keep companies in control and give visibility into the pipeline, Paraform docs 2026-07-07 Full
Memory & State PersistenceIts talent graph compounds intelligence with every hire and agents learn preferences over time, improving matching accuracy, Paraform docs 2026-07-07 Full
Deployment & Data ResidencyDelivered as a cloud marketplace with no on premise or customer controlled residency option documented, Paraform docs 2026-07-07 Unable to verify
Prebuilt Agents, Templates & PacksBuilds custom AI agents per company and ships an all in one recruiter toolkit of sourcing, CRM, notetaker, and scheduler, rather than a broad library of prebuilt agents, Paraform docs 2026-07-07 Partial
Triggers & Channel CoverageAgents proactively surface great fit roles and candidates and keep teams updated through email and calendar, though triggering is not broadly real time or multi channel, Paraform docs 2026-07-07 Partial
Model Flexibility & RoutingRuns on its own matching models with no documented customer choice or routing of the underlying model, Paraform docs 2026-07-07 Unable to verify
APIs, SDKs & MCP ExtensibilityIntegrates with recruiting systems like ATS, email, and calendar, but a public developer SDK or MCP surface is not documented, Paraform docs 2026-07-07 Partial
Testing, Debugging & OptimizationAudits model outputs across demographic groups for fairness and applies quality gates and a placement guarantee, though a customer facing agent testing surface is not documented, Paraform docs 2026-07-07 Partial
Browser & Computer UseSources and matches through integrations rather than driving a browser or operating a computer interface, Paraform docs 2026-07-07 Unable to verify

Recent platform changes

No recent material changes tracked yet.

Pricing

Outcome based: a contingency placement fee around twenty to twenty five percent of first year salary, paid only on a hire, with no retainers

outcome based contingency fee as a percentage of first year salary per placement

Public — partialHigh variable cost

What is public

The contingency model is public, around twenty to twenty five percent of first year salary per hire with no retainers and a ninety day guarantee, though exact percentages are negotiated by role and engagement.

Billing mechanics

Outcome based contingency model: a placement fee, roughly twenty to twenty five percent of first year salary, is charged only when a hire is made, with no retainers and often a ninety day guarantee. The recruiter side toolkit is provided free.

Cost watchouts

Cost scales directly with hires and salaries, so a high volume of senior placements adds up, and the contingency percentage is higher than some lower touch software only sourcing tools.

Variable cost rationale

Cost is a percentage of each hire's first year salary paid per placement, so total spend scales directly with hiring volume and seniority, with no fixed subscription to cap it.

Additional watchouts

Model total cost against expected hires and salary bands, confirm the exact contingency percentage and guarantee terms, and weigh the marketplace model against fixed fee or software only alternatives.

Sales call required

Mixed (some tiers require a call)

Free / trial

No upfront cost to post roles; companies pay only on a successful hire, and the recruiter toolkit is free

Lowest paid plan

Contingency placement fee around twenty to twenty five percent of first year salary per hire

Commercial notes

Positioned as a recruiter marketplace with AI agents rather than a subscription software tool, with the contingency percentage below traditional full service agencies but above pure software only sourcing tools.

Key ambiguities

The exact contingency percentage varies by role and engagement, and enterprise terms are negotiated rather than listed.

Cancellation / refund

No retainers; companies pay a contingency fee on a successful hire, often with a ninety day guarantee that covers a replacement if a hire does not work out.

Verified 2026-07-07

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