Only 14% of finance teams formally track how wrong their forecasts are [AFP, April 2026]. The other 86% run the most consequential number in the business on vibes. FinHelm, a two-person shop out of Brentwood, Tennessee, wants to sell them a score, a range, and the machinery to defend both to a board.
The company, founded in 2026 by former Sage Intacct and HighRadius product marketer Jason Brisbane, calls itself the first Uncertainty-Aware FP&A platform [FinHelm, retrieved 2026]. Translated: instead of handing the CFO a single-point revenue number, it hands over a range with a probability attached. "$3.8M to $4.6M (90% confidence)" is the marketing example [FinHelm, retrieved 2026]. It is a small rewording that implies a large cultural fight.
The wedge: a score for the forecast
Brisbane's pitch, laid out in an April 2026 AFP article he authored, is that finance is the last operating function without a quality metric on its main deliverable. Manufacturing has defect rates. Sales has win rates. FP&A has variance explanations and a shrug [AFP, April 2026]. His fix starts with something almost unglamorously procedural: calculate a forecast accuracy score. First pass on clean data is a one-day exercise. Sustaining it is roughly two hours a month once the pipeline is wired [AFP, April 2026].
That is the wedge. Sell the score first. Sell the probabilistic engine, the Monte Carlo simulation generating P10/P50/P90 bands, and the Uncertainty Exposure Score, once the CFO admits she doesn't currently have any of them [FinHelm, retrieved 2026].
Probability Helm Stack, in plain English
The platform is organized as what FinHelm calls the Probability Helm Stack: one architecture, six applications, three commercial tiers running from $49 to $2,500-plus per month [Perplexity Sonar Pro Brief, retrieved 2026]. Under the hood, Monte Carlo simulation drives the confidence bands, and an Uncertainty Exposure Score, trademarked UES, tries to quantify how much volatility is baked into a given model [FinHelm, retrieved 2026].
The architectural choice worth flagging: FinHelm processes financial data in real-time memory only and does not retain customer ledgers. Compute sits on AWS us-east-1, AI inference goes through Anthropic on an ephemeral per-request basis, error monitoring runs through Sentry with no ERP data attached [FinHelm, retrieved 2026]. For a finance buyer whose first question is always "where does my general ledger live," the answer here is "nowhere on our disks."
The two people on the cap table
FinHelm has two employees on LinkedIn [LinkedIn, retrieved 2026]. The resumes are not thin:
| Name | Role | Background |
|---|---|---|
| Jason Brisbane | CEO and founder | 15 years across FP&A tooling at Adobe, Oracle, BlackLine, Sage; former product marketing manager for Sage Intacct Planning; former Senior Manager, Product Marketing at HighRadius [AFP, April 2026] [Sage Advice US, retrieved 2026] |
| Mary Flipse | Chief Strategy and Governance Officer (start date January 1, 2026) | President of healthcare startup PreferCare; JD, Georgetown Law; board seats at Renewal House and Alive Hospice [RocketReach, retrieved 2026] [NHCC, retrieved 2026] |
Brisbane knows the category from the inside of the incumbents' marketing orgs. Flipse brings the governance and legal spine, which is not a decorative hire for a company selling a trademarked risk score into regulated finance functions.
Why the timing is not accidental
The AFP data Brisbane keeps citing is his own tailwind. If 86% of finance teams have no structured measurement of forecast reliability, the top-of-funnel conversation writes itself: not "switch off Cube for us," but "you don't have a number for this at all, and we can give you one by Friday" [AFP, April 2026].
That framing matters because the FP&A software category is genuinely crowded. Runway, Mosaic, Cube, and Pigment are all well-funded, better-known, and already inside the accounts FinHelm would want [CFO Advisors, March 2026]. Selling a seventh planning tool to a mid-market CFO is a difficult conversation. Selling a measurement layer that sits beside the tool she already bought is a different conversation.
Where the bet could break
There are real reasons to keep the enthusiasm calibrated.
- The incumbents can copy the vocabulary. Monte Carlo simulation is not a moat. If Mosaic or Pigment ships a confidence-band view in their next release, FinHelm's "first Uncertainty-Aware FP&A platform" claim [FinHelm, retrieved 2026] compresses into a feature bullet on a competitor's roadmap [CFO Advisors, March 2026].
- Cultural inertia in FP&A is the real competitor. Boards ask for one number. Getting a CFO to present a range, and to defend the P10 downside case out loud, is a change-management sale as much as a software sale.
- The team is two people. A CEO and a Chief Strategy and Governance Officer [LinkedIn, retrieved 2026] can prosecute a design partner motion. They cannot yet run a distributed enterprise sales org, and the public record does not show a VP of Engineering or a head of sales in seat.
The money and the next twelve months
FinHelm's pre-seed funding is undisclosed. This is consistent with a company that is still converting a thesis into design partners rather than a bookings ramp.
The things worth watching over the next four quarters are concrete. A priced seed round, presumably in the $2M-plus range if the design-partner conversations convert, would be the first external signal that a name-brand fund believes probabilistic FP&A is a category and not a feature. A published customer, ideally a mid-market CFO willing to say on the record that she now reports a forecast accuracy score to her board, would be the second. A first engineering hire outside the two individuals would be the third.
The strategic question Brisbane is really asking his buyer is the one every finance chief has been able to avoid until now: if you don't know your forecast accuracy score, why should your board trust the next number you put in front of them?
Sources
- [AFP, April 2026] Your Forecast Doesn't Have a Score. It Should. | https://www.financialprofessionals.org/training-resources/resources/articles/Details/your-forecast-does-not-have-a-score-it-should
- [FinHelm, retrieved 2026] FinHelm, Probabilistic Finance, A measurement layer for FP&A | https://www.finhelm.ai/
- [LinkedIn, retrieved 2026] FinHelm company page | https://www.linkedin.com/company/finhelm
- [Sage Advice US, retrieved 2026] Jason Brisbane, Author at Sage Advice US | https://www.sage.com/en-us/blog/author/jason-brisbane/
- [NHCC, retrieved 2026] Fellows Spotlight: Mary Flipse | https://healthcarecouncil.com/fellows-spotlight-mary-flipse/
- [RocketReach, retrieved 2026] Mary Flipse, FinHelm Chief Strategy | https://rocketreach.co/mary-flipse-email_4844179
- [Startup Daily, 2021] Brisbane Angels backing coverage | https://www.startupdaily.net/topic/funding/us-investor-jason-calacanis-and-brisbane-angels-back-it-startup-tribu-in-1-25-million-seed-round/
- [CFO Advisors, March 2026] Mosaic vs Runway vs Cube: 2026 FP&A Software | https://cfoadvisors.com/blog/mosaic-vs-runway-vs-cube-fpa-software-2026
- [Perplexity Sonar Pro Brief, retrieved 2026] FinHelm commercial tier and architecture summary