Illustration for: Scuba Raises $34M To Build AI's 'Context Engine'

Scuba Raises $34M To Build AI's 'Context Engine'

Scuba, founded by ex-Slack CPO Noah Desai Weiss and former Browser Company engineering lead Dolapo Falola, raised $34M across two rounds for a workplace 'context engine' that feeds data to both humans and AI agents.

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THE RUNDOWN

1

Angel checks from Salesforce, Dropbox, and Stripe co-founders signal strong operator conviction even before Scuba has disclosed any usage metrics.

2

Scuba's MCP-server bet ties its product directly to the protocol Anthropic popularized for connecting AI models to outside data โ€” a distribution channel worth tracking as adoption spreads.

3

The 'context engine for humans and AI agents' framing puts Scuba in the same lane as Glean and Notion AI, both already well-capitalized incumbents.

4

No disclosed valuation or individual round sizes make this one to revisit once Scuba's next raise forces real numbers into the open.

The VC Read

Value Add VC analysis

The diligence gap is usage data โ€” Scuba has disclosed $34M and a strong founder/angel roster but zero customer or retention numbers, unusual for a company far enough along to raise two rounds. Compare this to Glean's public enterprise logos before judging whether 'context engine' is a real category or repackaged knowledge management. The MCP-server bet is the more interesting thread: if Scuba becomes a default context source other AI tools plug into, distribution gets much easier than competing head-on with Glean.

Analysis

Scuba, operating as Flashback AI Inc., has launched with $34 million raised across two funding rounds, the company said, per SiliconANGLE. Accel led the first round and co-led the second alongside IVP, with BoxGroup, Conviction, Homebrew, and Scribble Ventures also participating. Angel investors include co-founders of Salesforce, Dropbox, and Stripe.

The startup was founded by Noah Desai Weiss, Slack's former chief product officer, and Dolapo Falola, former head of engineering at The Browser Company โ€” the two previously worked together at Google.

What Scuba Actually Does

Scuba calls its product a "context engine": a shared repository where teams store documents, chatbot outputs, and correspondence that both employees and AI agents can draw on. Its Capture feature uses a browser extension and iPhone app to save articles, chat responses, and up to 90 minutes of audio notes; Collections group related files into themed repositories; and Briefing generates a daily AI summary of what changed in a given Collection. An MCP server lets outside AI tools โ€” Scuba names Claude, ChatGPT, Cursor, and Slack โ€” pull from that stored context directly.

The category sits adjacent to enterprise search and knowledge-management incumbents like Glean and Notion AI, both of which have raised large rounds on a similar thesis of unifying a company's scattered knowledge for AI use, as well as newer MCP-native startups building the connective tissue between AI agents and company data.

Scuba hasn't disclosed the individual size of either round, a valuation, or any usage metrics โ€” no customer count, no retention figures, nothing beyond the $34 million total and its founders' pedigree. A founding team with Slack and Browser Company credentials attracts attention and angel checks from well-known operators, but that's a signal about the team, not evidence the product is sticking with early users.

The next real test comes whenever Scuba discloses actual usage numbers โ€” until then, its MCP-server bet on becoming a default context source for other AI tools is the more interesting thread than the funding total itself.

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Key Sources

2 sources

Reported by SiliconANGLE ยท Analysis by Value Add Pulse.

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