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Antfly

AI SearchVerified90% conf

Distributed search engine combining full-text search, vector similarity, and graph traversal over multimodal data

antfly.io

📍 Portland, Oregon

Verified Data

💰
Est. Revenue<$100K ARR

Based on self-funded startup launched in March 2026 with free tier and very early stage customer base. Too new to have significant revenue.

🚀
FundingBootstrapped

Self-funded (Bootstrapped as of March 2026).

🧑‍💻
Team Size5 employees
🔗github.com
📈
Growth312 GitHub stars, 18 forks within 1 month
🔗github.com
🏷️
StageBootstrapped (2026)
📅
Founded2026

Company Profile

ModelB2B SaaS
VerticalAI/ML, Developer tools
BuyersSoftware engineers, AI researchers, and CTOs building AI agents and applications requiring multimodal search capabilities
PricingSelf-Hosted (Free), Scale ($0 + usage, $20/mo free credits), Enterprise (Scale + 5% surcharge, SSO/RBAC)

Contact

Strategic Analysis

Strategy

Building a specialized database infrastructure for AI agents with focus on multimodal search and memory management. Targeting the growing AI agent development market with a freemium model that allows developers to start free and scale with usage-based pricing.

Tactics

Open-source approach with free self-hosted version to drive adoption among developers. GitHub-first distribution strategy with technical documentation and examples. Leveraging founder's previous experience at Lytics to build credibility in the data infrastructure space.

Competitive Positioning

Differentiates from traditional vector databases by offering hybrid BM25-vector search specifically optimized for AI agent memory and multimodal data. Positions as a purpose-built solution for AI agents versus general-purpose vector databases like Pinecone or Weaviate.

Marketing Approach

Developer-focused marketing through GitHub, Hacker News, and technical content. Leveraging founder's network and reputation from previous startup Lytics. Community-driven growth through open-source adoption and technical demonstrations.

Notable

Founded by James McDermott, former founder of Lytics (acquired by Acquia)

Tech Stack

GoGoetcd Raft librarySIMD (ARM NEON/SVEIntel AVX2/AVX512)TypeScriptTypeScriptPythonPythonTLA+RustRust
🔗 Source ↗

Recent News

Related AI Search Companies

Discovery Sources

Signals

growth rate312 GitHub stars, 18 forks within 1 month🔗 source ↗
team size5 employees🔗 source ↗
funding raisedBootstrapped

Self-funded (Bootstrapped as of March 2026).

trend indicatorMachine Learning🔗 source ↗
trend indicatorDistributed Systems🔗 source ↗
trend indicatorSearch Engine🔗 source ↗
trend indicatorAI🔗 source ↗

Evidence

github.com

Antfly combines full-text search (BM25), vector similarity, and graph traversal over multimodal data — text, images, audio, and video.

github.com

5 employees

github.com

312 GitHub stars, 18 forks within 1 month