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Swift Ventures

www.swift.vc · San Francisco, CA

Investment thesis

Founders backing founders. Swift invests in B2B AI and automation companies led by bold operators with a high Do:Say ratio, offering garage-to-IPO operating expertise from former company-builders.

$2M – $8M
Check Size
Leads & Follows
Lead Tendency
01Investment Thesis

Founders backing founders. Swift invests in B2B AI and automation companies led by bold operators with a high Do:Say ratio, offering garage-to-IPO operating expertise from former company-builders.

Exclusion Criteria

Not a fit for pure consumer social, crypto-native, or hardware-only companies without an AI/automation software layer. Swift specifically rejects companies that merely apply AI as a marketing veneer rather than materially investing in it.

02Investment Team
BW
Brett Wilson
General Partner & Co-founder
JH
John Hughes
General Partner & Co-founder
MC
Michelle Chen
Principal
MD
Melissa Demma
Principal
DB
David Burch
Marketer
DS
Daylan Swedlow
GTM Recruiter
03F4 Research Brief

Swift Ventures Research

Firm Overview

Swift Ventures is an early-stage venture capital firm based in San Francisco, founded by serial entrepreneurs-turned-investors with company-building experience dating back to 2006. The firm operates under the tagline "Founders Backing Founders," emphasizing that every general partner has built and scaled companies through every stage — from garage to IPO or acquisition. Swift positions itself as a low-ego, operationally-oriented fund that offers practical, in-the-trenches guidance rather than board-room theatrics.

Investment Thesis

Swift's core thesis centers on backing AI and Automation companies with predominantly B2B business models. The firm looks for founders who demonstrate a high "Do:Say ratio" — people who act more than they talk — and who can build, learn, and iterate faster than expected. Swift's belief is that "there is no higher calling than creating something of value to the world from scratch."

The firm has developed a proprietary AI Index methodology to distinguish companies that are genuinely investing in AI (by material resource allocation, revenue contribution, and strategic prioritization) from those merely applying AI as a marketing veneer. This framework is applied to their public-markets analysis and reflects the diligence lens they use on private investments.

Sector Focus

Swift's portfolio spans a wide range of AI-enabled verticals, with the common thread being applied intelligence and automation in real-world workflows:

  • Developer tools & AI infrastructure — Arize (ML observability), Lance DB (vector database), Metal (LLM retrieval/memory), Estuary (real-time data pipelines), Human Signal (open-source data labeling), Rill (operational data store), Coval (agent evals), Donobu (AI QA), Mindee (document-parsing APIs), Pickaxe (AI product builder)
  • Enterprise software / vertical AI — Universal AGI (enterprise/government AI agents), Bluefish (AI for brand marketing), BranchLab (privacy-first healthcare advertising), Hone (live training at scale), Flyr Labs (revenue OS for travel)
  • Healthcare digital — Eko (AI stethoscopes), SafelyYou (computer vision for fall detection), Hipp Health (AI for in-home care), BranchLab (healthcare advertising)
  • Biotech / life sciences tech — Dash Bio (tech-enabled drug development), Latch Bio (cell & gene therapy bioinformatics)
  • Robotics & automation — Ambidextrous (supply-chain AI robotics), Gray Matter Robotics (AI sanding), Jacobi (robotics building blocks)
  • Media & entertainment — Capsule (team video tools), Deepdub (AI dubbing for film/TV), Sieve (video-understanding APIs), Tubi TV (acquired streaming service)
  • Fintech & payments — Wingspan (contractor payments), Wetravel (payments for tour operators)
  • Climate / clean energy — Green Zuru (EV charger installation), Two Fifty Seven (energy data platform)
  • PropTech / real estate — Retrorate (assumable-loan home marketing), Sidekick (AI for real-estate agents)

Stage Focus

Swift invests in early-stage companies that have "an early, compelling product." In practice the portfolio composition and public signals suggest the firm concentrates on Seed and Series A rounds, with selective earlier entry when the founder profile is exceptional. They are willing to lead rounds and take an active company-building role post-investment.

Check Size

Swift does not publicly disclose its fund size or typical check. Based on the profile of their Seed and Series A portfolio activity as an early-stage lead investor, a working estimate for their core check range is approximately $2M–$8M, with reserves for follow-on participation. This is a lower-confidence inference, not a disclosed figure.

Lead Tendency

Swift operates as a hands-on, founder-support fund and frequently leads rounds. Their positioning — offering GTM recruiting, marketing support, and operational playbooks — is consistent with a lead-investor posture, but they also co-invest and participate alongside other early-stage leads. Classified as both (leads and follows).

Recent Activity

Swift's portfolio skews strongly toward the current wave of AI-native companies (Lance DB, Metal, Coval, Donobu, Universal AGI, Pickaxe, Bluefish, Deepdub, Sieve), indicating the firm is actively deploying into the 2024–2026 AI cohort. Notable exits include Superhuman (acquired) and Tubi TV (acquired by Fox Corporation).

Team

  • Brett Wilson — General Partner & Co-founder. Two decades as an entrepreneur and investor.
  • John Hughes — General Partner & Co-founder. Two decades as a product leader and entrepreneur.
  • Michelle Chen — Principal. Leverages startup operating experience and international background to support founders.
  • Melissa Demma — Principal. Focused on enterprise software investments with a hands-on early-team-building orientation.
  • David Burch — Marketer. Specializes in helping portfolio companies earn awareness in a crowded market.
  • Daylan Swedlow — GTM Recruiter. Swiss Army knife for portfolio companies' early strategic hires.

The firm emphasizes that its partners share a "low-ego" culture and are practitioners, not career allocators.

Decision Process & Founder Preferences

Swift operates as a small, partner-led firm — decisions appear to be made at the partnership level rather than by a broad investment committee. They prioritize:

  • Bold founders with a high Do:Say ratio
  • Speed of iteration and learning
  • Technical and operational ability to build from scratch
  • B2B AI/automation businesses with early product signal

The support stack for portfolio companies is unusually operator-heavy for a fund this size: dedicated marketing and GTM-recruiting resources alongside the investing partners.

Geographic Focus

Swift is headquartered in San Francisco (50 California Street) with a second office in Lafayette (East Bay). Their portfolio is predominantly US-based, with an SF Bay Area concentration, though portfolio companies like Deepdub and Mindee indicate selective participation in international AI companies (Israel, France) that align with their thesis.

Summary

Swift Ventures is a Bay Area early-stage fund writing checks into B2B AI and automation companies, led by two serial-founder general partners and supported by a lean but operator-heavy team. The firm brings a clearly articulated AI-credibility framework, active lead-investor posture, and a portfolio that tracks the current applied-AI build-out across infrastructure, enterprise software, robotics, healthcare, biotech, and media.

04Selected Portfolio
Biotech & Life Sciences
Dash Bio·Latch·DashBio
E-commerce & Marketplaces
Bluefish·Hone
Enterprise Software
Donobu·Flywheel Labs·Human Signal·Lance DB·Metal·Mindee·Pickaxe·Retrorate·Rill·Sidekick·Two Fifty Seven·UniversalAGI·Wingspan·Superhuman·Arize.ai·Agent Phone·Cognifence·Superinterviews·Coval·Scope·MCPJam
Fintech & Payments
WeTravel
Healthcare & Digital Health
BranchLab·Eko Health·Hipp Health·SafelyYou
Media & Entertainment
Deepdub·Sieve·Tubi TV
Robotics & Automation
Ambidextrous·Gray Matter Robotics·Jacobi Robotics
Security & Cybersecurity
Entrupy
Other
Capsule·Estuary·Green Zuru
Open the full portfolio→
05Recent Updates

Fresh signals from public announcements, essays, and portfolio activity.

See full activity (19) →
Swift Ventures announced retirement of its Swift AI Index after 2 years. The index returned 115% vs 63% for S&P 500. The post reflects on how AI investment has become ubiquitous and the firm's focus on finding startups that can turn AI advances into great businesses.
ESSAY·blog.swift.vc
OCT 1, 2026
Swift Ventures portfolio company Arize AI signed a definitive agreement to be acquired by Dynatrace for $1 billion. Brett Wilson (Swift GP) was an independent board member and early backer.
EXIT·blog.swift.vc
AUG 13, 2026
Swift Ventures invested in MCPJam, a release gate testing platform that tests whether agents can find, choose and successfully use software across clients. Over 80,000 developers have used the product.
INVESTMENT·blog.swift.vc
AUG 6, 2026
Swift Ventures invested in Scope, an agent experience platform that spins up agents like Claude Code, Codex and Cursor to test how they use a product across UI, API, CLI and MCP.
INVESTMENT·blog.swift.vc
AUG 6, 2026
Brett Wilson published a thesis essay arguing that agents will soon drive more usage of business software than humans. Swift invested in Scope (agent experience testing) and MCPJam (MCP release gate testing) based on this thesis.
ESSAY·blog.swift.vc
AUG 6, 2026
06Frequent co-investors
HC
House Capital
Both backed 3 of the same companies
Superhuman, WeTravel, Eko Health
PV
Pathbreaker Ventures
Both backed 3 of the same companies
Superhuman, Gray Matter Robotics, SafelyYou
CV
Calibrate Ventures
Both backed 2 of the same companies
Gray Matter Robotics, Latch
MV
MANTIS Venture Capital
Both backed 2 of the same companies
Superhuman, Latch
RF
Rebel Fund
Both backed 2 of the same companies
Agent Phone, Metal
Find the investors for your round→
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LV
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Quick Reference
Check Size
$2M – $8M
Stages
Seed · Series A
Decision
Partnership
Warm Intro
Not Required
Involvement
Advisor
Location
San Francisco, CA
Sector Focus
Fintech & PaymentsReal Estate & PropTechBiotech & Life SciencesRobotics & AutomationClimate & SustainabilityEnterprise SoftwareDeveloper Tools & InfrastructureMedia & EntertainmentHealthcare & Digital Health
Models
B2B SaaSVertical AIAI Infrastructure
Technology
AI/MLLLMComputer VisionRobotics
See all Fintech & Payments investors →See all Real Estate & PropTech investors →See all Biotech & Life Sciences investors →
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Focus Areas
Fintech & PaymentsReal Estate & PropTechBiotech & Life SciencesRobotics & AutomationClimate & SustainabilityEnterprise SoftwareDeveloper Tools & InfrastructureMedia & EntertainmentHealthcare & Digital Health

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F4 Intelligence Report · Last Researched October 19, 2026F4 Research Engine