A Saved Search that never stops running

Every firm in UK fintech is working the same universe of companies, and that universe grows every week. “There are about 1,800 B2B fintech companies in the UK,” Jay explains, “and another 1,200 to 1,500 sitting at the perimeter. So more than three thousand registered fintech companies.” He’s met or heard of most of the ones that matter to him. “Even with the strongest will in the world, you’re never going to be on top of 100% of those,” Jay says. “Sometimes the company you miss is one that was already in the CRM, and you just didn’t get to it.”

For an investor who covers a market that closely, a data platform has to deliver the companies he hasn’t met.

The UK B2B FinTech Weekly Briefing. That is the name of the Scout Jay has scheduled to keep him up to date on the market. It runs across Harmonic’s database and the public web, covering talent movements, traction events, and other relevant news. As Jay describes it, the briefing returns “funding rounds, new entrants, and product launches.” Harmonic tracks which of those results are new since he last looked, so he can triage in real time.

Then comes the week the search earns its keep. “For example,” Jay explains, “this week’s briefing included a funding round for a business called Itoflow.” Itoflow builds AI agents that run research and portfolio monitoring inside investment firms; days before Jay’s email, the company had closed a $2.5 million pre-seed led by Balderton. “This was one I hadn’t heard of or met before,” Jay says. His phrase for these moments is paradoxical, but true: a “small but significant value.” Pre-seed returns come from exactly this kind of small: one outlier that breaks out can return the entire fund. 

A lot of private-market data is shared inventory. The same rounds, headcounts and investor names reach every desk from a dozen sources, so a provider competes on what it adds beyond them. Jay ran the numbers on the Itoflow entry: “There are seven data points on this. Six are commoditized. One is valuable. That’s the edge Harmonic needs to keep: being the provider that gives me that one insight I’m not getting anywhere else.”

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Comparing like with like

Every investor measures a company against its peers, but the comparison is only as good as the competitive set it’s couched in. Fintech is full of businesses that look alike from the outside and work differently underneath. A payments company that earns on transaction volume and one that sells software seats land in the same category, but the first shows thinner gross margins and lumpier growth. Put those two in one comparison set and the transaction-volume company reads as struggling. Set beside its own kind, it reads as healthy. 

Scout, Harmonic’s research agent, has a unique ability to match search intent with results. Give it a plain-language description (e.g., “fintechs building fraud detection into cross-border payment flows”), and Harmonic returns the companies doing that work, including the ones that might describe themselves in entirely different terms. You can also run it in reverse. Name one company, and Harmonic returns the ones that belong alongside it.

Company databases sort by sector: fintech, payments, insurance, etc. Drawing a taxonomy by hand across three thousand companies would require reading their websites one at a time. “Harmonic is good at building taxonomies semantically,” Jay says. “It understands the nuances that other providers overlook. A wealth tech product company isn’t a services company, so don’t compare it to one. Telling those apart requires a level of reasoning you don’t get elsewhere, and it’s what makes Harmonic valuable.”

Scout applies its intelligence to a whole investment thesis at once. Jay sets Scout criteria in advance; Scout takes the thesis in conversation, reasons across Harmonic’s company and people data and the web, and explains why each company it returns fits what he described. “Scout understands that I like B2B fintech companies from Pre-seed to Series B in the UK,” says Jay. “Other vendors take a thesis in plain language too, but they match it with rules. Harmonic’s output has higher fidelity.”

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The whole team in one record

At the earliest stages, a company has no financial history to interpret, so its team is most of what an investor has to go on. Harmonic resolves every company, and everyone who’s worked at it, into a single record, so a profile shows the current team makeup as well as every hire and departure behind it. Jay looks at “talent density, how the team breaks down and how that’s evolved over time, and the companies every team member worked at before.”

Any investor can look up a founder and find one impressive employer at their company. “But one person coming from Stripe isn’t necessarily interesting,” Jay explains. “What’s interesting is when every single person on a team has a payments background, or every single person has a regulatory background.”

A founding team doesn’t end up entirely ex-payments by chance. Each hire that continues the pattern is a bet on domain knowledge, and together they amount to the founders’ answer to what the company turns on. Harmonic makes that answer legible from a profile, which lets Jay weigh the founders’ read on their own problem against his before he books a meeting.

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Enrichment that outlives the CRM sync 

A CRM that ingests third-party data means an investor gets a company summary without having to open anything else. Jay opens the Harmonic console anyway. “The pipeline is in Affinity, and Affinity pulls in some Harmonic data,” he says. “But when I want to interrogate a company properly, I go to the Harmonic console.” The trip costs time, so Jay rations it: “Most of the pipeline is an obvious yes or no on whether a company’s worth my time. I take the gray areas back to Harmonic.”

A company Jay passed on can raise from an investor he values or hire someone who alters how the team looks, and it’s back in the gray area. “Origination isn't linear,” he explains. “It runs in concentric circles: you go out, you come back, you go somewhere else, and you come back again.” 

Those return trips are only worth making if Albion’s record of a company has evolved with the company. “We use Harmonic to enrich the company profiles we hold ourselves,” Jay says. Enrichment runs on Harmonic’s side, so those profiles get the same refresh cadence as everything else in the database: headcount, funding, investors, team composition. A company Jay set aside months ago has a current record waiting for him when he circles back.