Enterprise AI.Built to keep improving.
We connect business Ontology, workflow redesign and AI agents, then build custom models for enterprises through post-training and ongoing evaluation. Built alongside your team.
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Human Thinks.Agents Execute.
Direction. Action. Continuous improvement.
We believe AI earns trust by giving people more room to think, judge and create. Our mission is to let agents carry out complex work, turning human intent into dependable action.
Shared business context connects human judgment, agent collaboration and continuous improvement.
- 01 · Build the business Ontology
- Connect business objects, relationships, data sources and permissions into a shared context for your people and agents.
- 02 · Redesign the workflow
- Define human and agent responsibilities, approvals, handovers and acceptance criteria for everyday operations.
- 03 · Build AI agents
- Use MandoForge to connect existing systems, data and agents, starting with one important workflow.
- 04 · Customize the model
- We build custom models for enterprises, using business examples and expert feedback for post-training and evaluating updates before deployment.
AI, working insideyour business.
MandoForge connects existing systems; Ontology aligns their data, business objects and rules. Start with one workflow, then reuse connections and knowledge across more use cases to reduce data silos.
Connect research evidence, study records and expert review.
OntologyConnected systems. Compounding value.
Connect business objects across systems, preserving sources and permissions. Reduce data silos and let each new workflow reuse connections, knowledge and feedback, so the value of integration compounds.
Publications · Studies · Protocols · Observations · Evidence · Reviews
A data flywheel.Built from the work itself.
Capture outcomes, expert corrections and exceptions as traceable examples and evaluation evidence. Each improvement starts with a specific problem and a baseline, then returns to the business to be tested.
Observe the work
Connect tasks and outputs to real outcomes.
Learn from experts
Keep correction reasons and curate useful examples.
Evaluate and improve
Identify changes to workflows, knowledge or models.
Validate the update
Compare versions, then track results in operation.
Model post-training.Shaped by your expertise.
When evaluations reveal a model capability gap, we build custom models for enterprises using reviewed business examples and expert preferences for post-training. We compare quality, latency and operating cost before bringing updates into the workflow.
Supervised fine-tuning · Preference optimization · Task evaluation
Part of ongoing improvement, with training methods chosen for the business need.
OpenAI Select Partner
As an OpenAI Select Partner within the OpenAI Partner Network, we help enterprises build, deploy and scale AI solutions.
About the networkStart with work worth improving.
Together, we map the workflow, available data and acceptance goals for a first pilot. Each stage has a clear scope, from building and handover to ongoing improvement.