← Research

ADDITIONAL CUSTOMER-DRIVEN RESEARCH

Additional research
driven by customer needs.

These projects address three practical needs: preparing teaching materials, learning from source documents and interpreting buyer feedback. Each gives us a different task to develop and test.

They sit alongside our core speech, vision and agentic research. The teaching toolkit is available; the learning workspace is a prototype; buyer discovery is an early exploration.

AVAILABLE · DOWNLOADABLE TOOLKIT

Teaching workflows

Teacher Copilot packages twelve guided workflows for grades 6–12 educators. Its editable materials help make classroom constraints and review explicit.

The toolkit is sold through Gumroad for $19. It uses the educator's school-approved AI tool; it is not an Indriya-hosted model service.

Explore the teaching toolkit and samples ↗
IN DEVELOPMENT · PROTOTYPE

Source-grounded learning

Learning Studio examines how explanations, source excerpts, recall and project context can support professional learning.

The current public preview is a recorded prototype, not a live model response. Public application access is not available.

Inspect the learning prototype ↗
EARLY RESEARCH · EXERCISE

Buyer discovery

BuyerProof explores how founders distinguish observations, assumptions and evidence of demand before deciding what to build.

The free public exercise organizes notes. It does not run AI, validate a business or represent an available BuyerProof application.

Explore the buyer-evidence exercise ↗

WHAT CONNECTS THE WORK

Questions these projects
help us investigate.

We want to examine how task context changes a draft, whether a source reference helps someone catch an error, and how much correction a workflow needs.

We plan to study how educators use the toolkit, how learners check sources and how founders interpret customer interviews.

Read the proposed evaluation framework ↗