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10×apart in cost per correct answer, at the same accuracy

Accuracy is the wrong number to pick a model on

Two models that score the same on a benchmark can cost ten times apart per correct answer. Here is the number a finance team should look at instead.

Rayyan Darugar

Why we started Dynamo, and why we started with finance

Every company we talked to had built an agent that worked in the demo. None of them had one in production.

Point of viewThe last two months

Why most enterprise AI stalls before production

The proof of concept is the easy part. The last two months, where security, permissions, and the systems of record get involved, are where projects go quiet.

Invoice arrivesap@ inbox
Match agent3-way match
Flag for reviewif unsure

From a shared inbox to a matching agent in five working days

What an AP team built on Dynamo in its first week, which steps it kept for a person, and what the first month of cases showed.

run #2318
09:14:02readnetsuite.vendor#4471
09:14:03deniedworkday.salary
09:14:03flagneeds a person

An agent should never be able to do more than the person who ran it

Service accounts are why security teams say no. Here is the permission model that gets them to yes.

9models, 40 briefs, graded blind by the team that uses them

Which models write a usable campaign brief? We tested nine

We gave nine models the same forty briefs and had the marketing team grade them blind. The ranking was not the leaderboard's.

Nightly02:00
Hygiene agentstages, owners
Ask the repif $ changes

The CRM hygiene agent: what it changes, and what it leaves alone

It fixes stages, owners, and close dates overnight, and asks the rep before touching anything with a number on it.

Five questionsBefore it touches the ledger

The five questions a controller asks before an agent touches the ledger

None of them are about the model. All of them are about the record.

Bring us a process your team still does by hand.

We’ll give you automated workflow agents.