Industrial AI for high-stakes decisions.

Your production line can’t afford confidently wrong AI.

Your production line can’t afford confidently wrong AI.

AI was supposed to transform industries, yet most production line pilots fail.

VERIAN is a decision engine built for high-stakes manufacturing: bounded, grounded in your operations, honest about what it doesn't know, and always learning.

AI was supposed to transform industries, yet most production line pilots fail.

VERIAN is a decision engine built for high-stakes manufacturing: bounded, grounded in your operations, honest about what it doesn't know, and always learning.

AI doesn't have a data problem, it has a judgment problem.

AI doesn't have a data problem, it has a judgment problem.

Today

SOR 1

SOR 2

SOR 3

Expertise

decision

Operators manually assemble context across scattered systems to support decisions.

With VERIAN

SOR 1

SOR 2

SOR 3

Expertise

[

VERIAN

+

Operator

]

decision record

Your people should be applying their expertise, not assembling context.

Today

SOR 1

SOR 2

SOR 3

Expertise

decision

Operators manually assemble context across scattered systems to support decisions.

With VERIAN

SOR 1

SOR 2

SOR 3

Expertise

[

VERIAN

+

Operator

]

decision record

Your people should be applying their expertise, not assembling context.

Today

SOR 1

SOR 2

SOR 3

Expertise

decision

Operators manually assemble context across scattered systems to support decisions.

With VERIAN

SOR 1

SOR 2

SOR 3

Expertise

[

VERIAN

+

Operator

]

decision record

Your people should be applying their expertise, not assembling context.

Data from systems of record (SORs) is messy. It is siloed, often contains conflicting records, and lacks the implicit judgment needed to support sound calls.

How can AI output be trusted when it's asked to rely on messy data alone?

The answer is a platform that reasons across both: ground truth from your systems, and operational truth from your people. VERIAN is built to generate decision records with the rigor and guardrails that such calls demand.

Patterns that get in the way of success:

Patterns that get in the way of success:

Unbounded Scope

Read

Unbounded Scope

Read

Unbounded Scope

Read

Silent Failure

Read

Silent Failure

Read

Silent Failure

Read

Wrong Version of Reality

Read

Wrong Version of Reality

Read

Wrong Version of Reality

Read

Missing Human Judgment

Read

Missing Human Judgment

Read

Missing Human Judgment

Read

Introducing VERIAN

Built to work in high-stakes production environments from day one.

Built to work in high-stakes production environments from day one.

Your best colleagues hit the ground running, ask the right questions, learn quickly, and multiply your output. We believe your AI should too.

VERIAN is designed to operate safely inside production workflows. It validates the context required for a decision, applies guardrails, surfaces missing information, and turns feedback into continuous improvement.

With VERIAN, operators generate decision records that safely support high-stakes calls. These records aren't generated, they're computed: following a defined path that validates context and reasons to reach a defensible conclusion.

What makes VERIAN different:

Bounded Decision Space

Expand

Bounded Decision Space

Expand

Bounded Decision Space

Expand

Operational Grounding

Expand

Operational Grounding

Expand

Operational Grounding

Expand

Gap Awareness

Expand

Gap Awareness

Expand

Gap Awareness

Expand

Continuous Feedback Loop

Expand

Continuous Feedback Loop

Expand

Continuous Feedback Loop

Expand

VERIAN’s Workflow

Inputs

Ground Truth

Systems of record, documentation, and sensing & control systems

Operational Truth

Org norms, team practices, and human expertise

VERIAN

Builds steps for each defined use case

Assembles and validates context

Reasons through the steps & cites sources

Decision

Release:
Checks validated

and passed

Hold:

Checks validated

and failed

Gap:

Missing context, prompts review

Gap → request additional context → update inputs

VERIAN’s Workflow

Inputs

Ground Truth

Systems of record, documentation, and sensing & control systems

Operational Truth

Org norms, team practices, and human expertise

VERIAN

Builds steps for each defined use case

Assembles and validates context

Reasons through the steps & cites sources

Decision

Release:
Checks validated

and passed

Hold:

Checks validated

and failed

Gap:

Missing context, prompts review

Gap → request additional context → update inputs

VERIAN’s Workflow

Inputs

Ground Truth

Systems of record, documentation, and sensing & control systems

Operational Truth

Org norms, team practices, and human expertise

VERIAN

Builds steps for each defined use case

Assembles and validates context

Reasons through the steps & cites sources

Decision

Release:
Checks validated

and passed

Hold:

Checks validated

and failed

Gap:

Missing context, prompts review

Gap → request additional context → update inputs

An example of VERIAN in action — the quality manager’s trusted sidekick

An example of VERIAN in action — the quality manager’s trusted sidekick

A quality manager at a medical equipment manufacturer needs to determine whether a lot of medical kits is ready for customer release. The lot was produced by a contractor and contains non-standard components for a major hospital system in Chicago.

Step 1

Decision Request

Decision: Can Lot 4821 be shipped to the customer? Workflow: QA Release Review.

Validation required

Step 1

Decision Request

Decision: Can Lot 4821 be shipped to the customer? Workflow: QA Release Review.

Validation required

Step 1

Decision Request

Decision: Can Lot 4821 be shipped to the customer? Workflow: QA Release Review.

Validation required

Step 2

Initial Review

VERIAN runs the QA Release Review workflow. Governing SOP found. Internal QC review found with non-standard component escalation. Component validation records are missing.

Gap - Context missing

Step 2

Initial Review

VERIAN runs the QA Release Review workflow. Governing SOP found. Internal QC review found with non-standard component escalation. Component validation records are missing.

Gap - Context missing

Step 2

Initial Review

VERIAN runs the QA Release Review workflow. Governing SOP found. Internal QC review found with non-standard component escalation. Component validation records are missing.

Gap - Context missing

Step 3

Gap Resolution

The quality manager reviews the BOM and component specifications. After confirming they satisfy the original requirements, they add their findings back into the workflow.

Operator finding added

Step 3

Gap Resolution

The quality manager reviews the BOM and component specifications. After confirming they satisfy the original requirements, they add their findings back into the workflow.

Operator finding added

Step 3

Gap Resolution

The quality manager reviews the BOM and component specifications. After confirming they satisfy the original requirements, they add their findings back into the workflow.

Operator finding added

Step 4

Review Re-run

VERIAN re-runs the review with complete context. All required checks pass. Recommended action: mark Lot 4821 as reviewed and ready for customer release.

Release approved

Step 4

Review Re-run

VERIAN re-runs the review with complete context. All required checks pass. Recommended action: mark Lot 4821 as reviewed and ready for customer release.

Release approved

Step 4

Review Re-run

VERIAN re-runs the review with complete context. All required checks pass. Recommended action: mark Lot 4821 as reviewed and ready for customer release.

Release approved

Transformation starts with the ones looking to shape the future.

Transformation starts with the ones looking to shape the future.

Transformation starts with the ones looking to shape the future.

We are putting VERIAN through its paces and pressure testing it against real, high-stakes decisions. We're looking for visionary operators who share our beliefs and are serious about putting AI to work in operations. If you're interested in having a conversation and learning about becoming a partner, let's talk.

We are putting VERIAN through its paces and pressure testing it against real, high-stakes decisions. We're looking for visionary operators who share our beliefs and are serious about putting AI to work in operations. If you're interested in having a conversation and learning about becoming a partner, let's talk.

We are putting VERIAN through its paces and pressure testing it against real, high-stakes decisions. We're looking for visionary operators who share our beliefs and are serious about putting AI to work in operations. If you're interested in having a conversation and learning about becoming a partner, let's talk.