Nire HQ

Investability assessment for founders. Portfolio management

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June 12, 2026 I posted about building Nire yesterday. Here is the full story of what the last month actually looked like.

A few people asked for more detail after my last post. This is the honest account of what building Nire actually took.

The reason it exists

I named the company after my daughter. Nire is Erin spelled backwards. She is six. The pink in the brand is her favourite colour.

I did not name it after her because it was a nice story to tell investors. I named it because I wanted to build something that outlasts me. That felt like the right kind of pressure to build under.

What I had never done before

I am not a developer. I have spent my career in product, leading builds across backend systems, telephony platforms, mobile apps, desktop apps and web products. I have been in the rooms where the hard technical decisions get made. Beyond a little Ruby on Rails years ago I have never written production code myself.

What I had never done was build something alone. No team, no engineering department, no one to hand a brief to. I used Claude Code as my execution layer throughout. Not a single line of code written directly. Every architectural and product decision was mine.

What the problem actually is

The problem came from years of strategy work sitting across the table from PE firms and VC funds. Fund managers trying to understand how their investments were performing, stuck between spreadsheets and enterprise platforms most funds cannot justify the cost of. Founders walking into those same rooms completely unprepared, no honest self-assessment, no benchmark, no idea how they would be evaluated.

Two broken halves of the same system.

What shipped in four weeks

It did not start as a build. It started as a question: is this the right thing to build and am I solving the problem the right way? The first versions were prototypes. Only once that felt validated did I move into a proper build.

Three repos. Next.js app, static marketing site, git submodule for the assessment framework. Supabase with row-level security from day one, Stripe, Resend, Anthropic API, GitHub Actions CI, Vercel.

Two complete products on top of that foundation.

The fund manager platform: portfolio dashboards, KPI tracking, runway monitoring built to real VC conventions, investment rounds with MOIC calculations, audit logging, notifications. Manual input and CSV upload at soft launch with API integrations into Xero and QuickBooks coming very soon after.

The founder platform: eight-dimension investability assessment, dual-layer scoring engine with a deterministic heuristic foundation that cannot be gamed and an AI layer on top via the Anthropic API, hard $1 per-assessment budget ceiling, score-once caching, async interstitial so users never wait on a slow API call, PDF report generation, Stripe payment gate.

Proper multi-tenancy with isolation at the organisation level. During a deliberate adversarial audit mid-build, two cross-tenant data leaks were found and closed before a single customer touched the platform.

Over 1,100 Jest tests written test-first throughout. Full Playwright E2E suite, refactored twice, partitioned by product surface so a change to the founder flow does not run fund manager tests.

Marketing site, three blog articles, legal pages, Search Console, pre-seed fundraising narrative.

Four weeks. Two products. One person.

What I actually learned

The most valuable thing I built before any product code was a document called CLAUDE.md. It started as rules for the AI coding tool. It became the institutional memory of the entire build. Every lesson learned the hard way was encoded as a rule so it could never be forgotten mid-session.

Diagnose before acting, every single time. No implementation until a written diagnosis is approved. Every time that rule was followed, problems were caught early. Every time it was skipped, something went wrong.

Tests first, confirmed failing. The only honest way to know your tests actually test anything.

Never set thresholds from a single observation. Calibration across multiple runs. Single observations feel like certainty. They are not.

Scope creep does not announce itself. It arrives as helpfulness.

The thing that keeps coming back to me

Everyone is shipping AI products in 48 hours right now. But built properly by whose standard?

I kept asking throughout: would this pass scrutiny from a CTO evaluating Nire as an acquisition? That asks whether the data model is sound, whether security is genuine or cosmetic, whether the test suite actually covers behaviour or just exists to show a number. We ran that audit more than once. Every time, findings went back into the product.

The opportunity AI gives us is not to ship faster and worry about quality later. It is to build properly, at a pace that was previously impossible, with standards that used to require a full engineering department to maintain.

Where it is now

Soft launch to a small group of trusted founders is the next step. Full public launch follows shortly after.

Full write-up on the blog if you want to go even deeper: nirehq.com/blog/building-nire-one-month

Happy to answer questions on the technical architecture, the scoring methodology, the AI integration, or the non-technical founder experience of building this way.

Comment

June 11, 2026 I built a two-sided platform for the VC ecosystem. Here's what I learned.

I've spent the last year building Nire -- a platform that does two things:

  1. Gives founders an AI-powered investability assessment scored across eight investor dimensions, so they know exactly where they stand before they pitch

  2. Gives VC fund managers a portfolio management dashboard to track ARR, runway, burn, and risk across every fund and company

The two sides connect. Founders who complete the assessment enter a scored deal flow pipeline visible to fund managers. The deals reaching investors have already been filtered for quality.

Why I built it

Most founders walk into pitch meetings blind. They get passed on with no real feedback and no idea what to fix. On the investor side, fund managers are managing portfolios in spreadsheets, chasing quarterly updates by email, and spending hours on admin that should be automated.

The information gap between founders and investors is unnecessary. The tools to close it just didn't exist in one place.

Where we are

The platform is built and running. AI scoring is live. The waitlist is open at nirehq.com. I'm working towards a soft launch with a small group of trusted founders and fund managers.

The name

Nire is my daughter Erin's name spelled backwards. The pink in the brand is her favourite colour. I wanted to build something that carried a personal reason to exist.

Happy to answer any questions about the build, the scoring methodology, or the VC ecosystem problem we're solving.

9 Comments

  1. 1

    Congrats on the launch, James! Nire looks like an incredibly solid execution for a massive problem. Solving the communication asymmetry between VCs and early-stage runway tracking is a brutal engineering challenge.

    I’m currently building out the infrastructure for HODLTrack (a cross-asset portfolio risk tracker), and I completely resonate with building dashboards centered around real-time downside risk thresholds rather than just simple stat logs.

    Balancing a dual-sided pipeline like this is heavy lifting. How are you handling data ingestion for the fund manager dashboards—are you relying on manual founder inputs for ARR/runway metrics, or are you building API integrations into accounting stacks? Will definitely be following your journey here.

    1. 1

      Thanks, really appreciate that.

      On data ingestion: manual input and CSV upload are in place for soft launch, but API integrations are coming very soon after. Xero and QuickBooks are the obvious first targets for the UK market. The plan was always to get the core workflow validated with real users first before layering in the integrations, but that gap is going to be short.

      Good luck with HODLTrack, the downside risk threshold framing is a much more honest way to look at portfolio health than simple stat logs. Happy to compare notes as both products develop.

      1. 1

        Thanks, James! Really appreciate you checking out HODLTrack. The downside risk framing felt necessary because simple stat logs just don't tell the full story when markets get volatile—much like how traditional trade journals ignore execution psychology.

        Your soft-launch approach is spot on. Validating the core workflow with manual/CSV inputs before fighting with accounting APIs is definitely the right move to save your sanity. Xero and QuickBooks integrations are going to be massive anchors for the UK market once you roll them out.

        Definitely down to compare notes as we both scale up. Let's stay in touch!

        1. 1

          Agreed on all counts. The accounting API integrations are coming sooner rather than later but getting the workflow right first was the priority. Good luck with the HODLTrack build, would be good to stay in touch as both products develop. Feel free to reach out directly.

  2. 1

    Interesting build.

    The thing I'd be careful with is that some decisions look operational on the surface when they're actually much more foundational.

    Those are the kinds of decisions that can quietly shape everything that follows, even when the product itself is working.

    I wouldn't make that call casually in a thread.

    1. 1

      That is a fair challenge. If you are referring to the scoring methodology, you are right that it is more foundational than it appears. How we evaluate founder readiness shapes the quality of the deal flow on the fund manager side, which shapes the value of the whole platform. We have put a lot of thought into making it defensible, multi-dimensional and resistant to gaming, but it is something we will keep stress-testing with real users. Happy to go deeper on that if it is what you had in mind.

      1. 1

        Possibly.

        The reason I stopped short is that I don't think the interesting part is the scoring methodology itself.

        I think it's the decision sitting underneath it.

        I'd be careful unpacking that casually in a thread.

        If you're curious, drop your email and I'll put together the tighter version.

        1. 1

          Happy to discuss openly if you have something specific in mind. What is the decision you are referring to?

          1. 1

            Possibly, but that's exactly why I stopped short.

            I don't think the useful part is the decision itself.

            I think it's why that decision matters and what follows from it.

            That's difficult to do properly in a thread without oversimplifying it.

            If you're curious, drop your email and I'll send over the tighter version.

About

Most founders pitch without knowing how investors evaluate them. Fund managers waste hours chasing updates and filtering bad deals. Nire fixes both sides. The name is my daughter Erin's name spelled backwards.