Eleos Health vs mdhub
If your failure mode is choosing an AI platform for a behavioral health clinic without deciding whether you are replacing your EHR, or asking how an autonomous intake agent behaves when the caller is in crisis, weigh these two. Eleos rides on top of your existing stack: a browser extension that stays EHR agnostic across the behavioral long tail, augmented intelligence that publishes its roughly 80 percent suggestion acceptance rate, and the deepest evidence base in this category including a rare randomized trial. mdhub replaces the stack: an all in one operating system where named AI workers run admissions, notes, billing, and engagement inside its own EHR, CRM, and RCM. The reach is broader and the oversight thinner. mdhub's intake agent is stated to answer 100 percent of inbound calls with no escalation logic disclosed, which in behavioral health is not a detail.
- The deepest published evidence in this category and one of the few anywhere in the index with a randomized trial: a JMIR study of outpatient CBT reported roughly double attendance and three to four times greater symptom improvement, though it is a small single site feasibility study at n=47.
- Augment rather than replace: a browser extension that stays EHR agnostic across the behavioral health long tail of specialty systems, so you add it without ripping out the EHR your clinic already runs.
- Checkable oversight: it publishes a roughly 80 percent suggestion acceptance rate, quantifying how much human correction the workflow requires rather than asserting a human is in the loop, and spans supervisors and compliance teams plus CCBHC and SAMHSA reporting.
- One system instead of a stack: named AI workers run admissions, coded session notes, claim scrubbing and denials, and between visit engagement inside mdhub's own EHR, CRM, and RCM, the right fit only if you intend to replace what you run today.
- Operational reach beyond documentation: more than 100,000 patients booked by the intake agent and coded notes generated in about 30 seconds, with reported outcomes of 30 percent more patients booked and over two hours saved daily.
- Purpose built for behavioral health operations end to end, from intake through billing, where Eleos concentrates on documentation and insight rather than running the front office and revenue cycle.
Side-by-Side
| Axis | E Eleos Health |
M mdhub |
|---|---|---|
| AI Centrality | ||
| Autonomy and Oversight Model | ||
| Model and Technology Transparency | — | |
| Clinical and Operational Evidence | ||
| AI Safety and PHI Stewardship | — | |
| HIPAA and BAA Posture | — | |
| Security Certifications and Trust Center | — | |
| FDA and Regulatory Status | — | |
| AI Governance and Bias Disclosure | — | |
| EHR and Interoperability Depth | — | |
| Deployment Model and Data Residency | — | |
| Commercial Transparency | ||
| Setting and Specialty Coverage |
The two solve different scopes, so the real question is replacement versus layer. mdhub's autonomy is graded C for the combination this index penalizes: the strongest automation claim, an intake agent answering 100 percent of inbound calls, with no escalation or human review step disclosed for any of its four agents, which matters acutely in behavioral health where a caller may be in crisis. Eleos is better evidenced and more transparent on oversight, but its RCT is small and single site and the headline multiples are quoted without that caveat. Neither publishes pricing, a SOC 2 Type II attestation, or a clear position on whether recorded session audio trains models, which weighs more here than anywhere in the index because the input is psychotherapy audio.