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Frontier AI deployment partner

Which model capability belongs in the workflow?

A CIO or CTO can buy model access quickly. The harder question is whether the surrounding workflow, data path, approval point, and control model are ready for people to use it safely.

H2H helps teams turn frontier AI access into one operating path with a clear owner, integration boundary, and review model.

Capability-to-workflow fit map

Where should frontier model capability enter the product or workflow?

Show owners, artifact, and review detail
Operating path
  1. Use case

    The model is tied to a named task and user workflow.

  2. Capability

    Strengths, limits, quality needs, and failure modes are made visible.

  3. Surface

    The product or workflow interaction is designed around human review.

  4. Validate

    Representative work is tested before broader deployment.

People in the room

Technology leaderWorkflow ownerProduct or engineering leadReview owner

What changes

H2H translates model capability into a bounded product surface, integration path, review model, and validation plan.

You receive

Validation record and deployment recommendation

Next decision

Move the bounded capability toward production, revise the model path, close a gap, or stop.

Review categories

Task qualityReview effortException rateAdoption
The visual answers the executive question first: what changes, what H2H produces, and what choice the buyer can make.

What changes

The model stops being the product. The workflow becomes the product.

H2H maps the operator path, model role, tool handoff, human review point, and evidence a sponsor can inspect before a capability becomes another fragile demo.

  1. 01

    Use case

    The model is tied to a named task and user workflow.

  2. 02

    Capability

    Strengths, limits, quality needs, and failure modes are made visible.

  3. 03

    Surface

    The product or workflow interaction is designed around human review.

  4. 04

    Validate

    Representative work is tested before broader deployment.

See what is broken, what H2H changes, and the operating state the team is trying to reach.

Know which AI workflow is safe enough to pilot.

See where a person must approve before the system acts.

Avoid building model demos that cannot survive security review.

Leave a trail security and operations teams can explain later.

Show implementation roles, service support, and review detail

How H2H helps

Implementation support for the work around the model.

For CIOs, CTOs, and AI leaders deciding whether OpenAI, Claude, Anthropic, or another frontier model belongs inside a real operating workflow.

H2H designs the work around the model.

H2H works with product, operations, security, and engineering leaders to name the workflow, choose the model role, define review points, and build the operating path people can actually use.

Tutela by H2H governs the risky moment.

Tutela is evaluated when the workflow needs policy checks, approvals, sensitive-data controls, agent or tool boundaries, runtime visibility, or customer-managed control before action.

Workflow fit

Decide where a frontier model can help the work and where deterministic logic, workflow change, or human review is the safer answer.

Review boundaries

Name what the model may see, suggest, draft, or trigger—and where a person must approve before anything consequential happens.

Implementation path

Connect the model to the right product surface, data path, tool handoff, and operating workflow without treating the model as the whole product.

Control record

Show what happened, who approved, which boundary applied, and whether the path is ready to pilot, revise, or stop.

Prerequisites

  • A defined workflow or product use case
  • Access to product, engineering, and operating owners
  • A decision about how model capability should enter the work

H2H owns

  • Translate model capability into a product and workflow design
  • Implement the bounded integration path
  • Instrument agreed quality, review, and operating evidence

Customer owns

  • Name product, workflow, and technical owners
  • Provide model access, system context, and representative test work
  • Approve operating boundaries and make the deployment decision

Next step

Bring the workflow, not just the model name.

Bring H2H in when your team has model access but still needs the workflow, review path, integration boundary, and control record that make adoption credible.