Theora GTM brain

category

market profile

• text: Clinical agents need to navigate multi-step workflows, not just answer medical questions.
• text: Healthcare AI training and evaluation vendors offer clinical simulations, expert grading and medical data, with different coverage across the post-training loop.

personas

• title: Healthcare AI research or post-training lead
  pains:

  • Public medical Q&A benchmarks do not capture long chains of clinical decisions.
  • Needs verifiable reward signals and expert trajectories for realistic agent tasks.
• title: Clinical AI product leader
  pains:

  • Agents must navigate EHR and imaging workflows with context and tradeoffs.
  • Clinical errors can compound across a multi-step task, making evaluation difficult.
• title: Clinical informatics or data governance lead
  pains:

  • Training environments need representative cases without exposing identifiable patient information.
  • Teams need clinically meaningful rubrics for evaluating model behavior.

icp

• text: AI labs and healthcare technology companies building or post-training agents for clinical workflows.
• text: Organizations whose models must reason across de-identified patient records and medical imaging systems.

message pillars

• text: Train against the complexity of actual clinical work.
• text: Provide expert-defined rewards rooted in outcomes.
• text: Practice in realistic healthcare software environments.

objections

• objection: Can simulated cases represent real clinical complexity?
  response: Evaluate task coverage and model performance against expert-reviewed real-world scenarios and held-out cases.
• objection: How is patient data protected?
  response: Theora describes de-identified data; verify provenance, permitted uses and contractual safeguards before a pilot.

competitors

• name: BioStack
  why: Offers healthcare simulation, training data, rewards and evaluation for AI labs.
• name: Centaur.ai
  why: Provides expert medical data annotation and model evaluation.
• name: Grayde.ai
  website: https://grayde.ai/
  why: Offers clinical expert workflow data, evaluation and AI training services.

keywords

• healthcare AI training data
• clinical agent simulation
• medical AI evaluation
• EHR agent environment
• clinical reinforcement learning
• medical expert annotation

voice

• Technical and research-led
• Clinically grounded
• Direct about model limitations

signals

• text: An AI lab is hiring for clinical model post-training, evaluation or agent reinforcement learning.
• text: A healthcare agent team is moving beyond question answering into EHR or imaging workflows.

stack

• FHIR
• EHR
• PACS

pricing

motion

confidence

Founders

• name: Larissa Tyagi
  title: Founder/CEO
  role: CEO
  bio: My edge as a founder is technical sales - I'm deeply technical and equally personable. I drove us to final-stage negotiations with NBA teams for injury-prevention software within 3 months of starting Louiza. Ex-Apple Software Engineer, Carnegie Mellon Graduate, Nationally Ranked ballroom dancer, and Competitive Golfer now building Louiza.