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.

Contact HopeStage Overview

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.