mangoes — real-time voice ai contact →

mangoes functions like a stethoscope for behavioral health, detecting symptoms through Voice AI before patients can articulate them — whether in-person or zoom/telehealth.

Mel spectrograms — Depressive, Manic, Remission symptom states

Spectrograms: Li et al. — Depressive and mania mood-state detection via voice as a biomarker · Frontiers in Neurology. Foundational review: Low, Bentley & Ghosh (2020) · Harvard + MIT · 127 studies · 65–99% accuracy · Laryngoscope Investigative Otolaryngology.

Real-time Voice AI that listens, connects, and keeps recovery on track.

smarter symptoms. better outcomes. zero drop-off.

how it works

three pillars · one architecture
M01 LISTENS · Real-time Voice AI · Patient Risk Trends across 8 weeks · 95%+ symptom accuracy M02 CONNECTS · Relational Knowledge Graph · 13 entities · 8 relations · 0.93 composite · 1.00 relation M03 RECOVERY & ROI · Three pillars · outcomes / costs / revenue · $14M annual benefit · 7× ROI · 2-mo payback
real-time voice ai· group therapy· 95%+ symptom accuracy· 0.93 composite · 1.00 relation· 4× faster · 70% saved· real-time voice ai· group therapy· 95%+ symptom accuracy· 0.93 composite · 1.00 relation· 4× faster · 70% saved·

mangoes allows me to keep contributing on weekends — it prevents burnout during the week. I just have to focus on auditing, not generating the notes.

— chief medical officer · inpatient behavioral health · 100-bed facility

safety + reach —three protocols, three surfaces

safety — pii redaction

safety · pii + red-team

  • red-team validated production agents
  • pii redaction at the edge
  • cultural-sensitivity layer
provider search

search · providers

  • specialty · in-network · accepting
  • language and distance filters
  • hyperlocal matching
recovery media

recovery · media

  • local-media wellness opportunities
  • resilience-healing patterns
  • provider hand-back, not bypass

news + events

2026 · UChicago Data Science Institute · Schmidt AI in Science

We win using foundations in Science.

Team 6 won the 2026 AI+Science Hackathon at UChicago's Data Science Institute and Schmidt AI in Science Postdoctoral Fellows program for their multi-agent clinical knowledge-graph extraction work — the foundation behind mangoes' patient-context architecture. — UChicago Data Science Institute
read at UChicago Data Science Institute →

May 2026 · VentureBeat

"Context architecture is replacing RAG."

Context architecture is healthcare's missing layer. mangoes pre-assembles the patient's clinical graph in real time — so the clinician doesn't search the chart, they see it. — amit lamba · founder · mangoes.ai
read in VentureBeat →

If you build, fund, or practice in this space — write.

amit@mangoes.ai documents · disclosures · /links real-time voice ai · group therapy · in-person + telehealth