AI systems, in production

We build AI that earns its keep.

Agents that do the work. Shipped, measured, running today.

Book a callSee what we shipped
MARKETINGcampaigns, leadsFINANCEdata, filingsHRhiring, policyOPS & DOCSthe paperworkMELCHIORAIAGENTSthat do the workAUTOMATIONSthat run itANSWERSthat cite sourcesWHERE THE WORK PILES UPWHAT YOU GET BACK

8,000+

downloads of our open tools

75+

AI tools published

Shipped

Things we built that people use.

Not case studies. Live products and open-source tools you can open right now.

Portal Multas

Fleet compliance

AI runs an entire corporate fleet-fine operation. 24/7 assistant, appeal drafting, document automation, government APIs, billing.

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yfinance-ai

Open source

5.3K on ClawHub, 1.3K on OpenWebUI

56+ financial data tools for any AI assistant. MIT licensed.

ClawHubOpenWebUIGitHub

sec-ai

Open source

1K on ClawHub, 532 on OpenWebUI

19+ SEC filing tools, in plain language.

ClawHubOpenWebUIGitHub

Samurai Terminal

Multi-agent research

Agents research a company and write the report. Every claim traced to its source.

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Financial AI

Analysis

Conversational analysis over live market data.

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What changes

Fewer stops.

The same request, before and after. Most of what a team calls work is waiting and re-typing.

Today

Six stops. Two are waiting.

  1. Request arrives

  2. Someone reads it

  3. Sits in a queue

  4. Data re-typed into another system

  5. Waits for a check

  6. Someone files it

With an agent

Three stops. None are waiting.

  1. Request arrives

  2. Agent reads, extracts, validates, files

  3. Person handles the exceptions

What we build

Put an agent on it.

If a job is repetitive, reads documents, or waits on someone to look something up, it is a candidate.

Marketing agents

Campaigns, lead scoring, follow-up at volume.

Financial agents

Market data, filings, reconciliation, reporting.

HR agents

Screening, onboarding, an internal desk that knows your handbook.

Document automation

Invoices, contracts, forms. Extract, validate, route, file.

API and workflow automation

Move work between the systems you already pay for.

Multi-agent software

Agents that plan, delegate and verify each other.

Your number

What is that workflow costing you?

$
60%

Your assumption, not our promise. Week one replaces it with a measured number.

497

hours a year back to the team

Recoverable828 h · Goes into it today
Get the real number

Why ours holds up

Every answer shows its work.

We publish research on data provenance and we build it into the product. You get a trace, not a black box.

Traceable output

Every claim links to its source.

Measured, not asserted

Improvement is a number, not an opinion.

Full observability

Dashboards, cost ceilings and alerts from day one.

How we work

One workflow.

  1. 01

    Find the value

    We put a number on what it costs you today.

  2. 02

    Build it

    Short increments, something usable at the end of each.

  3. 03

    Ship it

    Into your environment, monitored, your team trained.

  4. 04

    Constant improvement

    We keep tuning it against the numbers.

What is eating your team's week?

Tell us, and we will tell you whether an agent can take it.

Book a call