Serial founder raises $2M for Antfly — and looks to re-engage with the Portland tech community

If I’ve said it once, I’ve said it a million times: Portland’s sweet spot for tech is “engineers building tools for other engineers.” Tektronix, Intel, Airship, AppFog, Cedexis, Elemental, Hydrolix, JanRain, Lytics, Meridian, Puppet, C1 and Tripwire and an untold number of other cybersecurity companies… the list goes on and on. And a close second…? Open source. Which is seeing a bit of a renaissance with things like the growing AT Proto community. And we’re definitely seeing it with the latest news: Antfly is a Portland based open source project that has raised $2M to help commercialize a hosting platform.

But what exactly does Antfly do…? I’m glad you asked.

Antfly is a database with the retrieval pipeline built in. A table can carry full-text, vector, and graph indexes at the same time, and the models that chunk, embed, rerank, and extract run inside the engine. You insert documents and query them; there is no separate pipeline to assemble around the database. It runs as a single binary on a laptop, as a cluster on Kubernetes, or hosted in Antfly Cloud.

Malia Spencer at Portland Business Journal highlighted an early implementation that demonstrates a use case:

As part of the funding announcement, Antfly gave an example of how Portland-based Visiting Media has used the tool to index more than 100 terabytes of images, video and text in less than 24 hours. It was a feat that far surpassed the company’s own efforts to build such a retrieval tool, said Visiting Media CTO Eric Sniff. 

Three engineers at Visiting Media then built an agent that “retrieves the right assets from that library and assembles a tailored digital proposal for each sales prospect in under a minute.” 

And if you’re not an engineer…? I see it like this: It makes building Agents easier. And it makes retrieving information faster. So those Agents are snappy and nimble.

GeekWire described it like this:

When an AI agent handles a complex task, like investigating a customer refund, it must simultaneously search real-time account data, recent policy changes, and old support emails. Today, software teams typically stitch together five or six separate databases and search tools to fetch those scattered records.

Antfly says it replaces that fragmented setup with a single engine and unified API, allowing agents to retrieve grounded, permission-checked data instantly without developers having to maintain a complex pipeline.

And clearly folks like Heavybit — the VC firm that led the $2 million round — find this concept compelling.

“While AI agents have made immense strides in coding, much of the rest of the enterprise lags frustratingly behind,” said Joe Ruscio, General Partner at Heavybit. “Elsewhere, information is scattered across structured and unstructured systems, with nothing indexing the right context at the right time. This is the ‘retrieval gap,’ and Antfly closes it with lexical, semantic, and graph retrieval in one framework, fine-grained access controls, and deployment in your own environment. James and AJ previously built data systems at billion-profile scale at Lytics, and that experience guides Antfly’s design and ergonomics. Heavybit is proud to back them from the start.”

The self-hosted version is free and available now. Antfly Cloud, the managed version, is currently accepting folks for the waitlist. (FWIW, I think of the cloud offering like many open source projects with a commercial offering. Like you can download Ghost for free. But if you grow tired of all of the upkeep and patching and whatnot, you can pay for a managed hosted version that takes all of that off of your plate. This is that same playbook.)

So that’s the business side. How about the softer side…? Why is this particular launch important to you — yes you…?

1. Well first and foremost, it’s led by a serial startup founder and tech exec in Portland, James McDermott. You may remember James from such hits as WebTrends, Freerange/Storycode, and Lytics. Serial founders are a bit of a rarity around here. So that alone makes it important. And worth tracking.
2. Second, Antfly is dedicated to building a Portland startup. They get it. They’ve been here. The team they’ve assembled is very much a “getting the band back together” play. And they’re raring to go. They remember what the community is like. They understand where the Portland tech community excels. And they get what works and what doesn’t.
3. Third, they’re ready to jump into re-engaging with the community as soon as possible. (So maybe reciprocate and start using their stuff…?) I’ve been lucky enough to already be scheming with them on a few ways to get Antfly even more engaged in the Portland startup community.

Personally, at a point in time where I’m practically begging folks to not hold their events in other cities and to doubledown on re-engaging the Portland startup community in new and interesting ways, this is a ridiculously refreshing breath of fresh air.

What’s that…? You want to work on engaging the community here…? Yes please.

So 1) engineers building tools for other engineers, 2) a serial Portland founder taking another big swing, and 3) a startup that fervently wants to actively engage with the Portland tech community… sounds like something we should all be keeping an eye on — and pinning our hopes to.

For more information, see the GeekWire coverage or visit Antfly to try it out for yourself.