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PRIVATE AI SYSTEMS / DEVFLOW

Your knowledge.
Working within your world.

AI applications built around your team's approved information, access boundaries, and everyday workflows.

/ private workspaceIllustrative example
What is our new-client intake process?

Start with your approved checklist.

Collect the required information, assign an owner, and prepare the request for review.

  1. Check required information
  2. Confirm the responsible person
  3. Prepare for team approval
Example operations handbook · Intake
Review the source before acting.
Synthetic content. A demonstration of a possible workflow.

A useful AI system starts with your business: its knowledge, its people, and the work they need to do.

Trusted by businesses and teams

BUILT AROUND REAL WORK

Useful assistance.
A considered system.

Choose the capabilities that serve a defined task. Each one needs an agreed scope and a way to check that it works for your team.

Knowledge search

Find information in the approved sources selected for your workflow.

Source references

Give people a way to inspect the material behind an answer.

Role-based access

Scope information around the people allowed to use it.

Reviewed drafts

Prepare a starting point for a person to check and complete.

Approved templates

Use the formats and checklists your business has agreed.

Connected workflows

Bring a bounded task into supported business tools.

Human approval

Define who reviews an output before action is taken.

Task evaluation

Test useful examples, failure cases, and access boundaries.

From knowledge
to a useful next step.

Discover the right information, prepare work for review, and connect the process around your people.

DISCOVER

Find answers.
Keep the context.

Bring selected business knowledge into one place. Show sources, respect access boundaries, and make uncertainty visible.

Approved information. A source you can check.
Sample analysis Synthetic data
Illustrative DevFlow financial analysis agent using synthetic figures. Connected sources are ready. A cursor enters the question: Explain why Q3 revenue finished 17% above plan. The agent responds: Q3 revenue reached $127.5 million against a $109.0 million plan — an $18.5 million gain. Here’s how each product line contributed: Core contributes $13.9 million, Premium $3.9 million, and Enterprise $0.7 million above plan. The response zooms out and highlights the $18.5 million upside, larger deal sizes, and stronger pipeline.
CREATE

A first draft.
Ready for review.

Prepare useful documents and responses from approved information and templates. Keep professional judgement with the person responsible.

Your team decides what is used and sent.
Draft workspace
ILLUSTRATIVE EXAMPLE

A useful first draft.

Prepared from approved information. Checked by your team before it is used.

  1. Approved templateExample
  2. Source-linked draftExample
  3. Team reviewReview
SYNTHETIC CONTENT · HUMAN REVIEW
AUTOMATE

Connect the work.
Own the next step.

Move a defined task through supported tools. Plan approvals, exceptions, and recovery before giving a system permission to act.

A clear owner. A considered outcome.
Workflow overview
ILLUSTRATIVE EXAMPLE

The next step, made clear.

Connected tools, a visible owner, and a person accountable for the outcome.

  1. Request receivedExample
  2. Information checkedExample
  3. Approval requiredReview
SYNTHETIC CONTENT · HUMAN REVIEW
DESIGNED AROUND THE PEOPLE DOING THE WORK

Your industry.
Your way of working.

From matter intake to client document collection and clinic coordination, we build around the details of your team’s work. Explore three illustrative starting points.

MORE THAN A MODEL

Privacy is in the details.

A dedicated interface is one part of the system. Plan the data flows, access, evaluation, and operating responsibilities around it.

APPROVED INFORMATION / DELIBERATE ACCESS

Data & access

Map what is collected, sent, stored, and deleted. Define user roles, source permissions, and separation between clients or matters.

THE RIGHT ENVIRONMENT FOR THE TASK

Deployment

Select providers and hosting around the task, data requirements, costs, and operating responsibilities. Private does not automatically mean local or offline.

TEST THE BOUNDARIES / CHECK THE OUTPUT

Evaluation & review

Test representative tasks, access boundaries, and failures. Agree who checks the output and which actions need approval.

A SYSTEM YOUR TEAM CAN OPERATE

Ongoing operation

Agree ownership for monitoring, changes, support, retention, and updates. A useful system needs a plan after its first release.

A DECISION, NOT A DEFAULT

The right deployment
for your requirements.

Managed model APIs, isolated cloud environments, and self-hosted models offer different tradeoffs. We establish the data requirements and operating budget before choosing a stack. “Private” does not automatically mean local, offline, or compliant.

Explore the options together

A few useful questions.

Does private AI mean building our own model?

Usually, the first step is a custom application around an existing model, approved knowledge, and business tools. Training or fine-tuning a model is a separate decision, justified by the task and evaluation results.

Where would our data go?

That is a discovery decision. We map each data flow, provider, retention setting, and access boundary before choosing a deployment. A managed API, isolated cloud environment, and self-hosted model have different costs and responsibilities.

Can law, finance, and healthcare teams use it?

We can scope administrative and knowledge workflows with your team. Whether a particular dataset or use is suitable depends on your professional obligations, contracts, jurisdiction, and technical controls. A private workspace alone does not establish compliance.

Can the AI make mistakes?

Yes. Sources, evaluation, access controls, and human review are part of the design. We identify which tasks need approval and which actions the system must never take automatically.

What is a sensible first project?

One valuable task, a limited set of approved information, representative test examples, and a clear owner. Discovery defines what success means before a broader rollout.

Before you build.

Explore all resources

What kind of team are you?

Find a useful starting point for your business.

Choose your team to continue

A few questions. A more useful first conversation. Privacy policy