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Expertise / AI products & systems

Make AI part of
a useful product.

We design and build AI features, connect them to your data and workflows, and give people a clear way to use the result.

Talk about your AI productSee it in practice
The product we build with you
Your dataRelevant context
AI modelA specific task
PeopleReview & judgment
Useful workA result in context
PermissionsIntegrationsOperations

01 / AI in the flow of work

The useful part?
What happens around the model.

In LearningWrite, scoring connects a learner’s writing to feedback, assignments and a teacher’s view of progress.

TeacherAssign practice
LearnerWrite a response
AI + interfaceReturn feedback
TeacherReview progress
A

Feedback in context

The score stays beside the learner’s own writing.

LearningWrite interface showing language-assessment scores above the learner’s written response
B

A place in the classroom

Sign-in, rosters and assignments connect through Canvas and ClassLink.

20i’s contribution Research, product design, AI integration & engineering.

Inside LearningWrite

LearningWrite was an affiliated company owned by Mike Biglan, used in multiple school districts including Albuquerque Public Schools.

02 / Engineering judgment

Match the model to the job.

Connect existing capabilities, adapt a model, or bring your team’s science into a product.

Integrate your model

Put specialist knowledge to work.

PHC’s scientists built the risk engine. We designed and engineered its frontend integration.

PHC Global · Design & frontend

03 / Design for judgment

Show people how sure it is.

A result needs context. These interfaces make confidence something a person can inspect.

DBMO.aiChoose what appears
DBMO’s confidence-threshold slider, pictured at 0.75, lets the user filter detections
A threshold people can adjust.

Let the user decide how certain a detection must be to appear.

Explore the DBMO.ai interface
PHC GlobalSee the range
PHC workforce-planning interface with historical observations, a forecast range and confidence by week
HistoryForecastRange
A forecast with its uncertainty.

Show history, a range and confidence alongside the prediction.

Explore the PHC Global interface

04 / From idea to operation

Build the feature.
And everything it needs to work.

We agree the first milestone with you, then connect product decisions, AI evaluation and engineering.

01

Prove the useful job

  • A task worth solving
  • Representative inputs
  • A way to judge the output
You can inspectA working prototype
02

Connect the product

  • Data & permissions
  • Interfaces & integrations
  • Review & failure paths
You can useAn integrated feature
03

Make it operable

  • Release & monitoring
  • Evaluation as models change
  • Support & ownership
You can take forwardA supported product
Your team throughoutDomain knowledgeProduct decisionsRelease judgment

Have a prototype already? Explore prototype to product

Let’s find the useful job

What should AI help
your people do?

Bring the idea, the workflow or the product you already have.

Talk about your AI product