Kosa vs. Standard Metrics: Collection vs. Capture
Standard Metrics is a portfolio monitoring platform that collects financial and operating data from portfolio companies. Kosa is an AI-native system of record that captures the same data from the investor updates, board decks, and deal documents your firm already receives, and keeps it next to your pipeline and relationships. Both aim to give the firm a current view of the portfolio. They differ on where the data comes from and what it connects to.
What Standard Metrics does well
Standard Metrics is one of the most widely used portfolio monitoring tools in venture. It does these things well:
- Structured data collection: automated information requests to portfolio companies, with templates, progress tracking, and reminders
- A free founder platform with direct QuickBooks and Xero integrations and its own investor update tool
- AI document parsing with human review, plus a managed data service that handles extraction for the firm
- Fund-level analytics, including cash flow and return metrics such as IRR and TVPI
- Benchmarking against a large anonymized dataset of venture-backed companies
- Tear sheets, LP reports, valuation workflows through a Derivatas integration, and an Excel add-in
- An AI analyst and a hosted MCP server for querying portfolio data in natural language
The limits of a request-driven model
Standard Metrics is organized around the reporting cycle: the firm sends information requests, and companies respond on the platform, through an accounting integration, or with documents that the firm or its managed service uploads and parses. That works well for structured quarterly reporting. It covers less of what reaches the firm between reporting cycles.
- Anything that arrives outside a request, such as a monthly update email, a board deck, or a founder's note about a key hire, has to be uploaded or entered by someone to count.
- When some companies report on the platform and others keep emailing updates, the firm runs two processes side by side.
- Much of the context behind the numbers lives in meetings and email threads, not in the documents a reporting cycle collects.
- Portfolio data sits in one tool while the deal history, the people, and the relationships sit in another, so answering a portfolio question often means pulling from both.
What Kosa does differently
Kosa reads what founders already send. When an investor update or board deck arrives by email, Kosa extracts the metrics into structured records and plots each one over time, with the source decks and updates kept on the same company record. It also records the narrative as structured fields: milestones, risks, competitive threats, and what changed since last quarter. Meeting transcripts and email threads feed the same record. Signed deal documents such as SAFEs, SPAs, term sheets, and closing documents are parsed for round terms and ownership. Valuation marks are captured and labeled by basis, whether a round price, a fund administrator mark, or a 409A.
Every extraction carries a confidence score. High-confidence values flow into the record; anything the model is unsure about goes to a review queue for a human to approve, edit, or reject. No portfolio company is asked to log in, fill out a form, or change how it reports.
Collection vs. capture
Standard Metrics is a collection system. It asks for data on a schedule, then organizes and analyzes what comes back. Kosa is a capture system. It reads the email, meetings, and documents that already reach the firm, extracts the data as it arrives, and asks people only to verify it. Standard Metrics gets more complete as more companies report on its platform. Kosa gets more complete as it reads more of what the firm already receives, without asking founders to do anything new.
The second difference is scope. Standard Metrics is focused on the portfolio. Kosa is one system of record for the whole firm: deal flow, relationships, and portfolio monitoring share the same records, so a company moves from first meeting to portfolio holding without changing tools, and its full history comes with it.
Built for agents
Both products offer an MCP server, but they are built for different jobs. Standard Metrics' MCP lets an assistant read portfolio data: list and search companies, and pull metrics, documents, and notes. Kosa's MCP is the main way agents work in the product. It exposes more than 70 tools across deals, companies, people, meetings, email, and portfolio data, and 20 of them write. An agent can create a company or deal, update a field, move or pass a deal, score it against your rubric, or draft an email, from Claude, ChatGPT, or your own tooling.
Each tool tells the agent when to use it, which related tools to call first, and which mistakes to avoid, so an agent can do the work of keeping the record current without a person steering every call. Kosa also keeps the records structured so agents can query them directly, instead of re-reading raw email and documents on every request.
Why firms choose Kosa instead
- Your founders already send updates and you do not want to ask them to report twice
- You want the story behind the numbers, from meetings and email as well as decks
- You want portfolio data in the same system as your pipeline and relationships
- You want the metrics and the documents behind them on the same record
- You want your agents to create and update records, as well as query them
Frequently asked questions
Is Kosa a Standard Metrics alternative?
Yes, for firms that want portfolio monitoring without running information requests. Kosa extracts metrics, narrative, and deal terms from the investor updates, board decks, and documents your firm already receives, and keeps them in the same system of record as your pipeline and relationships.
Do portfolio companies need to do anything to use Kosa?
No. Kosa has no founder portal and sends no information requests. Founders keep sending updates the way they do today, and Kosa captures the data from what arrives.
What does Standard Metrics do that Kosa does not?
Standard Metrics offers external benchmarking against a large dataset of venture-backed companies, mature LP reporting, valuation workflows, direct QuickBooks and Xero integrations, and a managed data service. Kosa focuses on capturing the portfolio record from existing communication rather than on standardized fund reporting.
What does Kosa capture that Standard Metrics does not?
Kosa reads email threads and meeting transcripts as well as updates and decks, and keeps portfolio data in the same record as deal flow, people, and relationships, so the full history of each company lives in one place. Standard Metrics does not offer deal flow or relationship tracking.
Can I use Kosa and Standard Metrics together?
Yes. A firm can keep Standard Metrics for finance reporting while it moves to Kosa. Because Kosa builds the portfolio record from the updates and documents your team already reads, there is less reason over time to ask founders for a second copy of their numbers.