Examples · five seller briefs

What Beacn writes — when it has the facts.

Five Buyer Briefs across the conversations sellers actually prepare for — discovery, follow-up, pre-close, renewal, and the internal champion-building meeting. Each is what a senior strategist would draft in two hours. Beacn drafts it in ninety seconds.

ⓘThese are synthetic but realistic — companies, people, regulations and recent events are constructed for illustration. The shape, specificity and voice are what every Beacn brief should look like.

01DiscoveryAn LLM underwriter that can show its work — or a CFPB enforcement action waiting to happen.Don't pitch observability. Pitch the answer to the question Priya already started asking on stage two weeks ago: how do you ship LLM-driven decisions you can defend to a regulator?Priya AnandVP Engineering · Mercury BenchRead brief →02Follow-upFrom demo enthusiasm to procurement reality — Marcus needs the case for his CFO, not another feature tour.He liked the demo, but a hospital-system CIO doesn't sign $1.2M deals on enthusiasm — he signs when they reduce a specific operational risk he's already accountable for.Marcus ReyesCIO · Northbound HealthRead brief →03Pre-closeLinda is buying audit-committee defensibility, not telemetry software — give her the document she needs to sign.Not a demo and not a negotiation. Linda has decided whether she trusts the product; she's now deciding whether the financial case is defensible enough for the June 14 audit committee.Linda OstrowskiCFO · Roebuck ManufacturingRead brief →04RenewalJanelle inherited the tool and the bill — give her ownership of what it becomes, or she will not renew.The original champion left in February. Janelle inherited a tool she didn't choose. Don't defend the current deployment — hand her the version she would have bought.Janelle WhitakerChief Revenue Officer · Trailmark OutdoorsRead brief →05Champion-buildingDre doesn't sign the contract. He decides whether Hannah ever hears about us. Build him a champion, not a deck.The CTO is the buyer, and she won't look until someone she trusts puts a recommendation in front of her with a specific ask. That someone is Dre.Dre OkonkwoDirector of Platform Engineering · Bench CoffeeRead brief →

Buyer Brief · Discovery · full exampleSAMPLE · ILLUSTRATIVE DATA

An LLM underwriter that can show its work — or a CFPB enforcement action waiting to happen.

PAPriya AnandVP Engineering · Mercury Bench

01 · Why this conversation, why now

Mercury Bench just raised to put LLM underwriting into production — and Priya has publicly named reproducibility as her biggest unsolved problem. The window is the next two quarters, before they either build it in-house or get burned by a decision they can't explain. You are not early; you are exactly on time.

02 · The fit underneath

Helicone's eval traces and prompt-level cost attribution map directly onto a regulated underwriting workflow: every decision becomes reconstructable, every token spend becomes attributable to a feature. The fit isn't observability for LLMs — it's the audit trail a regulator will demand, generated automatically.

03 · In their own words

Lead with the exact phrase Priya used on stage: ship decisions you can defend. Don't translate it into your category language. The brief she'll forward internally is the one that sounds like her own strategy, not your pitch.

04 · What we bring to the table

A drop-in trace layer that requires no change to their model stack, plus a defensibility report that an audit or compliance reviewer can read without an engineer present. The value is removing a named risk she already owns — not adding a dashboard her team has to learn.

05 · Three shapes this could take

A 30-day reproducibility pilot on one live underwriting model. A compliance-led rollout tied to CFPB readiness work. A platform-wide standard, with cost attribution as the wedge for the finance org. Offer the pilot; signal the other two.

06 · The economics

Frame against the cost of a single defensible-decision failure, not against a tooling line item. One enforcement action or one un-explainable decline dwarfs an annual contract. Anchor on risk avoided; let procurement do the per-seat math later.

07 · What we'd walk away with

A scoped pilot on one model, a named compliance stakeholder looped in, and Priya's language adopted as the internal frame. If you leave with those three, the deal is already moving — regardless of what was signed in the room.

What changed recently

Mercury Bench closed a $42M Series C on April 8, led by Bain Capital Ventures, explicitly to fund production-grade AI underwriting at scale.

Two weeks later, Priya gave a 22-minute talk naming reproducibility as their biggest unsolved problem.

Questions to ask

?When you said reproducibility is your biggest unsolved problem — what does solved look like? What would you need to do that you can't today?

?Walk me through what happens when a regulator asks you to explain a specific decline from three months ago. Where does that investigation start?

?How are you attributing token spend to underwriting features vs. experimentation today — is anyone in finance asking yet?

A brief like this, for your next call.

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