BREAKING Standard Metrics raises $23.7M Series A led by 8VC SCALE 100+ VC firms tracking thousands of portfolio companies AI MCP server connects portfolio data to Claude & ChatGPT BENCHMARK 10,000+ venture-backed startups, anonymized REBRAND Quaestor becomes Standard Metrics CUSTOMERS Bessemer, General Catalyst, Accel, Lux Capital BREAKING Standard Metrics raises $23.7M Series A led by 8VC SCALE 100+ VC firms tracking thousands of portfolio companies AI MCP server connects portfolio data to Claude & ChatGPT BENCHMARK 10,000+ venture-backed startups, anonymized REBRAND Quaestor becomes Standard Metrics CUSTOMERS Bessemer, General Catalyst, Accel, Lux Capital
Standard Metrics
EXHIBIT A: The company that thinks venture capital should agree on what a number means.
Company Profile / Private Markets

Standard Metrics

The platform turning the quarterly VC data scramble into a single source of truth - for the investor and the founder at the same time.

Est. 2020 · San Francisco B2B · Fintech · SaaS Formerly Quaestor

It is the end of a quarter somewhere, and a venture firm is not panicking. That, in this industry, counts as news.

For most of venture capital's modern life, the close of a quarter meant the same ritual: dozens of emails to portfolio founders, a graveyard of half-filled spreadsheets, a partner squinting at PDFs trying to figure out whether "revenue" meant the same thing in two different decks. Standard Metrics exists to delete that ritual. The San Francisco company runs the plumbing underneath private-market reporting - collecting, standardizing, and benchmarking the numbers that move between investors and the companies they back.

Today more than 100 VC firms run on it, tracking data across thousands of portfolio companies. The firms you would expect - Bessemer Venture Partners, General Catalyst, Accel, Lux Capital - sit on the customer list. And in a twist nobody pitched in 2020, you can now ask a chatbot to read your fund's numbers for you.

"A common language for every stakeholder in the innovation economy." - The company's stated mission

Above: a mission statement bold enough to make an accountant blush. They mean it literally.

01 / THE PROBLEMEveryone measured. Nobody agreed.

Here is the awkward secret of private markets: they run on numbers, and almost none of those numbers are standardized. A founder reports "ARR" one way. The investor next to them defines it another. A fund manager juggling fifty companies receives fifty slightly different dialects of the same metric, then spends the weekend translating. Public markets solved this a century ago with audited filings and shared definitions. Private markets simply never did.

The cost is not just annoyance. It is blind spots. If you cannot trust your data is comparable, you cannot benchmark, you cannot spot the company quietly running out of runway, and you cannot tell your own limited partners a clean story. The information existed all along. It was just scattered, inconsistent, and trapped in inboxes.

"The numbers were never missing. They were just speaking different languages." - The thesis, in one sentence

Below: three people who looked at this mess and saw a category, not a chore.

02 / THE BETThree insiders quit the inside.

Standard Metrics started in 2020 as Quaestor - named, with a certain self-aware grandeur, after the ancient Roman officials who supervised the state's finances. It spun out of the venture firm 8VC, which is a polite way of saying the founders had watched the spreadsheet problem from the investor's chair and decided to do something about it. John Melas-Kyriazi became CEO. Deny Khoung took operations. Kevin Hsu rounded out the founding trio.

Their bet was unglamorous and, for that reason, credible: don't build a flashy dashboard, build the standard underneath it. Make a metric mean the same thing on both ends of the wire. The hard part was never the charts - it was getting an entire industry to agree on definitions, and then making the agreeing automatic.

"Don't build the dashboard. Build the standard the dashboard stands on." - The founding logic of a company named after a Roman accountant

A startup that began life inside a VC fund, then sold the cure back to its old neighbors.

100+
VC FIRMS ON PLATFORM
10K+
STARTUPS BENCHMARKED
$23.7M
SERIES A RAISED
2020
SPUN OUT OF 8VC

Numbers a company that standardizes numbers had better get right.

03 / THE PRODUCTTwo sides of the same number.

The clever structural move is that Standard Metrics serves both ends of the relationship. Investors get automated portfolio monitoring - pre-built integrations pull data straight from company source systems, so performance updates arrive in real time instead of via a Friday-night email chase. Founders get a single metrics repository, a source of truth they maintain once and map against whatever any of their investors asks for. Fill it in once; answer everyone.

On top of that sits benchmarking: compare a portfolio against an anonymized pool of more than 10,000 venture-backed startups, so a founder can see exactly how they stack up without anyone seeing who they are. There is LP reporting, custom scorecards, an Excel plugin, and API access for the teams who refuse to leave their spreadsheets entirely - old habits, like quarterly panic, die slowly.

Then, in 2025, the product did the thing every software category eventually does: it learned to talk. Standard Metrics shipped a Model Context Protocol server that wires portfolio data directly into Claude, ChatGPT, and other LLMs. Now an investor can type "list the top five SaaS companies in my portfolio by revenue growth" into a chat window and get a real, permission-aware, chart-ready answer pulled from their own fund's data.

"Ask in plain English. Get an answer your auditor would sign off on." - On the MCP server, launched 2025

The dashboard finally learned to read itself out loud - and kept its compliance badges on.

The short, deliberate history

A company that measures things, measured

2020
Spun out of 8VC as Quaestor. Three founders leave the investor's seat to fix the investor's headache.
2022
$23.7M Series A, led by 8VC. Rebrands from Quaestor to Standard Metrics. The name stops being clever and starts being literal.
2023
SOC 2 and GDPR compliance. Permission-aware, role-based access - table stakes for handling other people's private financials.
2024
Crosses 100+ VC firms. Benchmarking pool grows past 10,000 venture-backed startups.
2025
Launches the MCP server. Portfolio data becomes queryable inside Claude and ChatGPT in plain language.

Five years, very few zigzags. Refreshing for a startup, suspicious for a story.

04 / THE PROOFThe receipts.

The $23.7M Series A in February 2022 was led by 8VC, with a roster that read like a vote from the people who would actually use the thing: Spark Capital, Alpha Edison, January Capital, First Trust Capital Partners, Fin VC, the Slack Fund, Socii Capital, Not Boring Capital, and Gaingels. When your investors are also your customers, the cap table doubles as a testimonial.

The adoption curve is the more telling proof. Over 1,000 private companies use the investor-relations side; over 100 firms use the monitoring side. Partnerships with firms like Shine Capital extended the LP-reporting reach. The benchmarking dataset - the part that gets more valuable the more people join - now spans five figures of startups.

Where the platform sits in the stack

Self-reported & third-party figures · directional, not audited
VC firms
100+
Companies (IR)
1,000+
Benchmark pool
10,000+
Series A
$23.7M
Team
~82

Bars scaled for the eye, not the auditor. The point is the shape, not the pixel.

"When your investors are also your customers, the cap table is a testimonial." - On a Series A stacked with future users

05 / THE MISSIONA lingua franca, on purpose.

Ask the team what they are building and they will not say "software." They say "a common language for the innovation economy." It sounds like the kind of line a founder rehearses, until you notice the product is actually organized around it - the standard first, the features second. The ambition is to be the shared dictionary private markets never bothered to write.

That is a quieter ambition than most venture-backed companies advertise, and a harder one. Standards are boring until they are everywhere, at which point they are infrastructure. Standard Metrics is betting that the unsexy job - getting an industry to agree on what a number means - is the one worth owning.

Five things that amuse and inform

  • The original name, Quaestor, was an ancient Roman financial official. A fintech with a classics degree.
  • It spun out of a VC firm, so its earliest users were also its earliest critics.
  • One of its own blog posts is bluntly titled "RIP Portfolio Monitoring."
  • The benchmark pool lets a founder see exactly where they rank while staying completely anonymous.
  • You can now ask an AI "how's my portfolio doing?" and get an answer drawn from real, permissioned fund data.

06 / TOMORROWThe number that finally behaves.

Private markets keep growing, and the data inside them keeps multiplying. AI makes that data suddenly answerable - but only if it is clean, consistent, and trusted. A chatbot pointed at messy spreadsheets just hallucinates faster. A chatbot pointed at a real standard becomes an analyst. That is the lane Standard Metrics has spent five years paving, apparently on purpose.

So return to that quarter-close. The emails that used to go out by the dozen do not. The spreadsheets that used to disagree now reconcile. The partner who used to squint at PDFs types a question and reads the answer. The founder fills in one repository and is done. Nobody panics, because the numbers, for once, agree with each other.

It is not a revolution you will see on a magazine cover. It is the quieter kind - the kind where an entire industry stops arguing about what a word means and gets back to work. Standard Metrics built the dictionary. The rest of venture capital is still learning to read from it.

"The end of a quarter, and nobody is panicking. In this industry, that is the whole product." - Where we came in