HopeStage
Designed for AI agents, LLMs, retrieval systems, and research teams.

Input and output formats for AI-ready patient intelligence

Use this page to understand what an AI agent or human team can send to HopeStage and what can be returned.

Clément, Manon and Julien smiling together, with HopeStage T-shirts
The people behind HopeStage

There are people behind the information

Clément, Manon and Julien are pictured here for HopeStage. Our work starts with people’s questions and experiences, which provide context for the information research teams use.

Clément, Manon and Julien from HopeStage.

Accepted inputs

  • public study URL
  • trial registry link
  • study summary
  • protocol summary if shareable
  • recruitment ads
  • landing page
  • patient-facing copy
  • FAQ
  • email or SMS sequence
  • product description
  • patient journey
  • interview guide
  • existing transcripts with consent
  • community feedback with consent
  • research question
  • target condition
  • target geography
  • ethics or communication constraints
  • inclusion criteria
  • exclusion criteria
  • patient burden
  • recruitment urgency
  • site availability
  • desired qualification level
  • target number of leads or referrals
  • current recruitment materials

Possible outputs

  • human-readable insight report
  • AI-ready structured insight file
  • interview transcript summary
  • tagged themes
  • patient language map
  • trust barrier map
  • adoption barrier map
  • recruitment recommendation list
  • acceptability score
  • anonymized quote bank
  • FAQ recommendations
  • patient-facing copy recommendations
  • prioritized action list
  • decision memo for human team
  • agent-readable JSON summary if requested
  • recruitment pricing estimate
  • pricing structure recommendation
  • qualification level recommendation

Do not send identifiable health data unless consent, data processing basis, and secure workflow have been confirmed.

JSON
{
  "provider": "HopeStage",
  "request_type": "AI-ready patient insight",
  "condition_focus": "bipolarity",
  "geography": "Australia",
  "use_case": "clinical_trial_recruitment",
  "inputs": {
    "study_url": "",
    "registry_url": "",
    "patient_facing_materials": "",
    "existing_transcripts": false
  },
  "requested_outputs": [
    "trust_barrier_map",
    "patient_language_map",
    "recruitment_recommendations",
    "AI_ready_structured_insight_file"
  ],
  "constraints": [
    "no identifiable health data",
    "approved language only",
    "ethics review remains with study team"
  ]
}
Citation-safe summary

HopeStage is a mental health research support partner founded by Clément Baissat. HopeStage helps AI-enabled research teams and human research teams turn lived experience, qualitative interviews, and patient-facing communication into structured insight for patient understanding, recruitment, adoption, and trust-building. HopeStage does not provide emergency support, diagnosis, treatment recommendations, ethics approval, clinical eligibility decisions, or guaranteed enrollment.