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Cognida acquires Automate to expand enterprise AI automation across finance and operations.

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Frontier AI
Meets Enterprise

AI is advancing faster than most enterprises can adopt it. We bridge that gap, moving frontier capability into production systems the business can stand behind.

Our partners

AI design partners - enterprise - frontier

Most enterprise AI never reaches production

Enterprise AI lives where two worlds meet. The labs are pushing the frontier, building ever smarter and faster models. The enterprises are focused on value delivery, for customers, employees and partners. But bringing them together is a discipline of its own.

This discipline has its own demands: aligning data across the systems the business runs on, building AI into the way work actually gets done, and making agentic, probabilistic systems consistent enough to trust.

That’s where most initiatives stall: too applied for the lab to carry, too new for the enterprise to take on alone.

That’s the discipline Cognida has made its own turning AI into production value.

We work as an AI design partner, embedded on both sides of that discipline building with the labs and delivering inside the enterprise. We stay with the work until it’s delivering value in the real world.

One team, accountable end-to-end across AI, applications, data, and integration. The labs get better models, faster; the enterprise gets AI it can run on. We call that operating model FDE+.

Chicago, IL · Cognida.ai
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Partnering with the teams pushing AI forward

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For AI Builders

Better models, faster

We build the substrate around your training run environments, reward models, evals, red-team, and the failure data only real deployments produce. You push the frontier. We build everything around it.

  • Post-training across SFT, DPO, RLHF / RLAIF
  • RL environments and reward models built to your task
  • Eval CI and contamination audits that catch what benchmarks miss
  • Production failures fed straight into your next training cycle
For ENTERPRISES

AI that holds up in production

We build AI that fits how your business actually runs wired into your data and workflows, dependable in production, and delivering value you can measure. We stay through operations, keeping it reliable as the things change.

  • Strategy and architecture grounded in real use cases
  • Fine-tuning that adapts frontier models to your domain
  • Eval practices that prove what works before it ships
  • Agents, copilots, and workflow apps built around your teams
  • A governed data foundation, monitored in production
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The Stack

One team.
Embedded in your business.

Every engagement is built around three things: embedded leaders who shape the work to your situation, expert engineers for every layer, and a platform that saves months. One team, accountable end-to- end.

Every engagement gets the same three things: leaders who sit inside your org, engineers who can build across the whole stack, and a platform that makes them faster. No vendor handshakes. No slide-to-build handoff. One number to call.

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Embedded leadership

Strategists and principal architects who work from inside your org. They shape the work to your situation.

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Cross-functional engineering

ML, data, application, and platform engineers on one team. The full stack the problem needs.

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Zunō accelerator platform

Pre-built evaluation, governance, and deployment substrate. Months of work, already done.

Thin rectangle outline, the outer border of a frameThin rectangle outline, the outer border of a frameEmbeddedEngineeringZunō logoAI & MLMLOpsAgentsIntegrationsThe word DATA in small white capital lettersApplicationsText reading FDE+ MODEL in blue font with rounded corners.
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Vertical text: Check out all case studies for more info

The work, in the field.

Every engagement gets the same three things: leaders who sit inside your org, engineers who can build across the whole stack, and a platform that makes them faster. No vendor handshakes. No slide-to-build handoff. One number to call.

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Ai Transformation

Customer acquisition to shipment: AI across a leading garage door manufacturer

A multi-year partnership: strategy and roadmap first, then years of shipping into daily operations.

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AI now runs inside the workflows the business depends on how customers choose, how doors are built and inspected, how work is bid and priced.

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Operational Efficiency

An AI-first content platform for a global research leader

A firm-wide program spanning every line of business and their workflows, from ideation and assembly through review, packaging, and dissemination.

‍

Content is the firm's product. The platform moves it to market faster, holds the bar at every step, and keeps analyst judgment at the center.

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Revenue Growth

A health benefits leader, turning decades of expertise into AI products

We run the firm's AI transformation: a growing line of products built on its own legal and consulting knowledge, including regulatory guidance, plan drafting, and contract review.

‍

Clients now get compliance answers around the clock, and plan documents that took days to draft arrive in a fraction of the time to a single standard, every time.

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Operational Efficiency

Automating the operations that run a global semiconductor leader

A growing set of use cases across business functions, each taking a workflow that ran on manual handoffs and moving it into production.

‍

Orders, approvals and reviews that moved by inbox and spreadsheet now move on their own. People handle the exceptions and the judgment.

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Ai Transformation

An AI operating system for a global aviation leader

An agent-native system on an enterprise context graph: specialized agents do the analysis, people across the organization direct them, and every answer shows its work.

‍

Decisions live in the system with their reasoning and outcomes attached. Questions that once took five-team data projects come back in minutes.

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Revenue Growth

A governance software leader that sees churn coming

RevX, deployed on the firm's own data to answer the retention question first: which customers will leave, and whether there is still time to act.

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One decision earned the next. The engagement now reaches across the revenue lifecycle, on the foundation the first deployment built.

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Operational Efficiency

Automating the operations that run a global semiconductor leader

A growing set of use cases across business functions, each taking a workflow that ran on manual handoffs and moving it into production. Orders, approvals and reviews that moved by inbox and spreadsheet now move on their own. People handle the exceptions and the judgment.

Pale peach rounded squareLight peach rounded squarePale peach rounded square
Ai Transformation

An AI operating system for a global aviation leader

An agent-native system on an enterprise context graph: specialized agents do the analysis, people across the organization direct them, and every answer shows its work.

Pale peach rounded squareLight peach rounded squarePale peach rounded square
Revenue Growth

A governance software leader that sees churn coming

RevX, deployed on the firm's own data to answer the retention question first: which customers will leave, and whether there is still time to act.

Pale peach rounded squareLight peach rounded squarePale peach rounded square
Ai Transformation

Customer acquisition to shipment: AI across a leading garage door manufacturer

A multi-year partnership: strategy and roadmap first, then years of shipping into daily operations. AI now runs inside the workflows the business depends on how customers choose, how doors are built and inspected, how work is bid and priced.

Pale peach rounded squareLight peach rounded squarePale peach rounded square
Operational Efficiency

An AI-first content platform for a global research leader

A firm-wide program spanning every line of business and their workflows, from ideation and assembly through review, packaging, and dissemination. Content is the firm's product. The platform moves it to market faster, holds the bar at every step, and keeps analyst judgment at the center.

Pale peach rounded squareLight peach rounded squarePale peach rounded square
Revenue Growth

A health benefits leader, turning decades of expertise into AI products

We run the firm's AI transformation: a growing line of products built on its own legal and consulting knowledge, including regulatory guidance, plan drafting, and contract review.

Pale peach rounded squareLight peach rounded squarePale peach rounded square
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Industry-wise use case
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THE PROBLEM
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Bring your hardest AI problem.
We'll design the production path.

The first call is a working session, not a pitch. Two of our principals, your problem, ninety minutes. You walk out with a plan, a sequence, and a straight answer on whether it's worth doing.

Our partners