Startup profile for depthfirst: latest funding, latest known valuation, total disclosed funding, investors, status, sources, and why the company is interesting. Part of the Venture Capital Tracker startup directory.

Startup profile · funding coverage

depthfirst funding, valuation and investors

Applied AI lab building security-specific models and autonomous remediation (General Security Intelligence).

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Funding, valuation & investors

Answer-first snapshot

Latest funding

Series B

$80M · March 2026

Latest known valuation

Not publicly disclosed

Total disclosed equity funding

$120M

Excludes debt, grants, acquisitions, secondaries, and IPO proceeds.

Current status

private

series b · San Francisco, CA

Investors in latest funding

Lead: Meritech Capital

Other: Forerunner Ventures , Box Group

Sources: latest funding Last verified: 2026-07-25

Overview

depthfirst is a San Francisco applied AI lab developing an AI-native security platform that reasons over code, infrastructure, and business logic to find vulnerabilities and ship merge-ready fixes. The company emerged from stealth in January 2026 with a $40M Series A, then raised $80M Series B in March 2026 led by Meritech Capital with Forerunner Ventures participating — $120M total in under 90 days. It introduced dfs-mini1, a smart-contract security model, alongside its General Security Intelligence platform.

Why depthfirst is interesting

depthfirst ships security-specific models post-trained for real workflows — not another copilot wrapper — and raised $120M in three months off that thesis.

Product & use cases

General Security Intelligence platform: dependency firewall, security reviewer for AI/human code, continuous signals from design to production with autonomous remediation.

  • Blocking malicious packages before they enter codebases
  • Reviewing AI-generated code changes pre-merge
  • Smart contract vulnerability detection via dfs-mini1

Key facts

  • Series A (Jan 2026): $40M from stealth
  • Series B (Mar 2026): $80M led by Meritech; $120M total
  • Launched dfs-mini1 smart contract security model
  • Forerunner participant on Series B

Funding history (newest first)

Investors in our directory

Funds linked from depthfirst's profile — open a fund page for stage focus and related deal articles.

Competitive landscape

Edge: In-house security models (dfs-mini1) plus applied lab talent from DeepMind, Databricks, and Faire per SecurityWeek.

AI offensive tools force defensive automation — depthfirst bets specialized post-trained models beat generic LLMs in security workflows. Execution risk is enterprise trust and false-positive rates at scale.

  • Snyk direct

    Developer security scanning incumbent expanding AI features.

  • Wiz adjacent

    Cloud security posture; less code-native remediation focus.

  • GitHub Advanced Security incumbent

    Bundled scanning in GitHub ecosystem.

Notable stories

  • depthfirst raised Series B less than 90 days after leaving stealth — unusually fast cadence even for 2026 AI security hype.
  • CEO Qasim Mithani argued winning security requires domain-specific models, not generic LLM wrappers (SecurityWeek).

Industries

Cybersecurity AI & Machine Learning Enterprise SaaS

Related funding articles

Venture Capital Tracker pieces that cover depthfirst's financing or category context.

FAQs about depthfirst

Practical answers founders, operators, and investors typically search for.

AI-native security platform with specialized models for vulnerability discovery and merge-ready fixes.
$120M total — $40M Series A and $80M Series B in early 2026.
Meritech led Series B; Forerunner Ventures participated. See /fund/forerunner-ventures.
depthfirst's first in-house security model focused on smart contract vulnerabilities.
depthfirst emphasizes security-specific post-trained models and autonomous remediation.
Emerged from stealth January 2026.
Team includes leaders from DeepMind, Databricks, and Faire per press.
Private; not disclosed.
depthfirst's platform layer connecting detection, validation, and remediation.
Forerunner Fund VII extends beyond consumer into AI-native infrastructure.

By Venture Capital Tracker

Last updated:

Editorial note: AI tools assisted with research, structure, or drafting. Venture Capital Tracker retains human editorial responsibility for factual accuracy, relevance, and source quality before publication.