Antfly raises $2M to fix the AI agent "retrieval gap
What's the deal? Portland startup AntflyDealroom has a profile for this one. Try Dealroom → has raised $2 million in pre-seed funding to build software that streamlines how AI systems access corporate data. Heavybit led the round, with participation from 8-Bit CapitalDealroom has a profile for this one. Try Dealroom →.
Why now? Antfly is targeting what developers call the "retrieval gap" — the disconnect between what an AI agent needs to answer a query and what current search systems deliver. When an agent handles a complex task, it must search real-time account data, recent policy changes, and old emails at once, forcing teams to stitch together five or six databases and search tools.
What's the endgame? Antfly replaces that fragmented setup with a single engine and unified API, letting agents retrieve grounded, permission-checked data without developers maintaining a complex pipeline. "We don't think developers actually want six retrieval systems," chief executive officer and co-founder James McDermott said.
The product: The core software is available as a free, self-hosted engine developers can run locally or in private environments, with a managed cloud service in waitlist status. One customer, Portland hospitality sales platform Visiting MediaDealroom has a profile for this one. Try Dealroom →, indexed more than 100 terabytes of media and text in under 24 hours using three engineers.
Who's behind it? Antfly is the third Portland startup for McDermott, who previously founded customer data platform Lytics, acquired last year. He and co-founder AJ Roetker drew on experience building data platforms handling billions of profiles.
What's next? The six-engineer team, based in a Kiln co-working space in Southeast Portland, will use the capital to expand product engineering and scale support for customers running the engine in production.
The signal: As companies race to deploy AI agents, the plumbing that feeds them accurate, permissioned data is becoming its own market — and investors are betting a purpose-built retrieval engine can replace the tangle of tools teams currently assemble by hand.
Read more: geekwire.com
Image credit: Antfly
