100%
of figures tied back to source
Your team reviews the exceptions and signs, instead of re-checking the whole pack line by line.
An answer key is the result your firm approved, and we hold every run to it. Not tuned to one task or industry. We started in finance, the hardest place to be wrong.
100%
of figures tied back to source
Your team reviews the exceptions and signs, instead of re-checking the whole pack line by line.
90%+ less
spent on AI per run
The same checked result without frontier-model prices at every step. Each step routes to the cheapest model that still passes.
2 days
to a workflow you can run
Our team does the build. Yours spends a couple of hours, and learns no new software.
SOC 2 Type II
and your data stays yours
Independently audited. Never used to train AI models, stored in the US, and able to run inside your own environment.
Works with the systems you already run
Connectors in progress: Horizon · FIS
Proof
Two agent systems, same brief and same data, scored by a third program against an answer key neither could read. Trade reconciliation, 125 datasets, 32,935 days:
99.87%
of $10,000+ problems caught
vs 99.64% · 64% fewer missed
91.4%
said what was actually wrong
vs 76.6%
100%
of ageing breaks escalated
vs 0%
0.02
false alarms per day
vs 0.12 · 6× fewer
Nexhelm head-to-head evaluation, October 2026, on synthetic and public-record data, against Claude Code. Nexhelm first in every pair. Also measured: 90% fewer real problems never flagged at all (481 against 4,609). Black-box and blinded: documented inputs and outputs only, random labels in every result file. Six workflows were tested and the competing build led on two of them, plus an earlier round on position and cash reconciliation. Neither system passes every zero-tolerance gate, so neither signs off unattended today.
How it gets built
Your operators define the result, and the run is bounded by that definition. The people who do the work decide when it is right.
Your procedures, recent finished work, and a walkthrough with the team that runs it.
They correct it the way they would correct a new analyst. We run again until it clears their bar, not one we invented.
A custodian changes a report, a field moves, your process changes. We update and re-check it. The maintenance is ours.
What you get
In SharePoint, your CRM or your inbox, before anyone asks for it.
Anything outside what you approved, flagged with the reason. You review these, then sign off.
Where every figure came from, so review and compliance start from the source.
Stop paying people to check the AI.
Security
Nexhelm connects with the access you grant, writes back only where you allow it, and can run entirely inside your own environment. Every run records where each figure came from and who approved what.
Trade reconciliation is where the evidence is. The same approach runs investor reporting, origination and quality of earnings, client review packets, contract review and supplier quality.

See how it runs with an answer key, on a call with the people who build it.