Powered by mirro’s Behavioral Intelligence Engine(BIE)
License our foundation models and transform them into your own proprietary IP, fine-tuned on your data, deployed inside your environment, and fully owned by you.
AI budgets are shifting. Organizations are now moving from adopting AI to building it.
mirro helps you own your intelligence layer faster, cheaper, and with state-of-the-art precision tailored to your use case.
Our behavioral AI models, developed and refined with SRI (the creators of Siri) are pre-built, ethically trained, and ready to adapt to your data, empowering enterprises to understand intent, adapt communication, and drive better outcomes, without sending sensitive data outside your environment.
Your vision, powered by mirro
We help you transform your data into intelligent assets building custom models and workflows that stay entirely yours.
Efficiency
Small-model efficiency
Outperforms massive LLMs in empathy accuracy
Customization
Fine-tuned on your data
Domain-specific performance tailored to your needs
Privacy
Private by design
Compliant with HIPAA, GDPR, and privacy-by-design principles
Security
Operate securely anywhere
Cloud, on-prem, or edge environments with full data control
Behavioral AI, Ready to Customize
Understands emotion and context across modalities (voice, text and video)
If your business depends on conversations, empathy, or decision quality, mirro builds the AI that understands both sides.
Responds with empathy and precision
Maintains consistent tone and brand alignment
Operates securely anywhere with full data control, privacy compliance, and low-latency inference
For Whom
Any organization where human understanding drives outcomes:
Healthcare & Telehealth
Provider–patient
communication,
clinical trials
Insurance & Payers
Claims, care management, customer retention
Customer Experience & Sales
Real-time coaching, satisfaction analysis
Education & Training
Adaptive tutoring, engagement analytics
If your business depends on conversations, empathy, or decision quality, mirro builds the AI that understands both sides.
Security & Privacy
Your data stays safe, compliant, and 100% yours
HIPAA + SOC 2, anonymized notes, no recordings stored, no model training, ethics-committee approved.
Fully HIPAA, PHIPA, and SOC 2 compliant
Custom BAA for your practice
The most ethical AI — never trains on or sells your data
All data is de-identified and de-anonymized for maximum privacy
BIE enables compact models to reach or exceed the empathy quality of ultra-large LLMs while using far fewer parameters—cutting latency, compute cost, and energy use.
Smaller models, bigger impact
Optimize for empathy and safety without overpaying for parameter count.
Edge & offline ready
The modular architecture supports deployment on local devices, companion robots, and embedded systems, including partially or fully offline operation.
Private by design
Run BIE where your data already lives—no always-on cloud dependency required.
Flexible across modalities
BIE works in multimodal mode (text + audio + video) or unimodal (text-only, audio-only, etc.), adapting gracefully when some signals are missing.
Resilient by default
Maintain empathy quality even on low-bandwidth or limited-device setups.
LM-independent empathy layer
AMEM is architected as a plug-in layer that sits alongside your language models rather than being baked into a single provider’s stack.
Swap or upgrade LLMs without losing your empathetic brand voice.
Apply the same empathy framework across multiple vendors and model sizes.
Maintain a clear separation between factual competence and emotional alignment.
Retrospective Optimization
Finds past encounters that supported higher levels for legitimate rebills within payer windows.
Health system vs. financial services vs. education—each can have its own empathy playbook.
Apply the same empathy framework across multiple vendors and model sizes.
Maintain a clear separation between factual competence and emotional alignment.
Where Behavioral Intelligence makes the biggest difference
Any organization where conversations, empathy, and decision quality drive outcomes can turn BIE into a durable competitive advantage.
Healthcare & telehealth
Patient-centered virtual care
Empathy-aware intake, triage, and follow-up that adapt to distress, reluctance, or ambivalence in real time.
Behaviorally informed triage and risk detection.
Emotionally aligned scripting for providers and care teams.
Customer experience & sales
Conversations that retain and convert
Real-time guidance that helps agents and AI assistants stay calm, clear, and helpful—even in escalations.
Brand-safe responses across chat, voice, and email.
Coaching signals for live agents based on behavioral cues.
Insurance & payers
Sensitive decisions, empathetic communication
Claims, care management, and benefits conversations that must balance clarity, empathy, and regulatory tone.
Consistent language for complex or adverse decisions.
Behavioral analytics to reduce churn and complaints.
Education & training
Adaptive, emotionally aware learning
Tutors and training agents that respond not only to correctness, but also to frustration, boredom, or confusion.
Dynamically adjust difficulty and encouragement.
Give learners a sense of being seen and supported.
Why behavioral intelligence now?
LLMs are smart—but not consistently empathetic.
Most AI systems today are great at generating fluent text, but struggle with reading the room. They miss tone, overreact to single words, and can't reliably follow your empathy guidelines or brand voice across channels.
The limitations of traditional "emotional" AI
Text-only sentiment:Ignores facial expressions, pauses, prosody, and multimodal nuance.
Rule-based responses :Hard-coded scripts break in messy, real-world conversations.
Probabilistic empathy : Unpredictable tone that can drift between sessions or users.
Oversized LLMs : Massive parameter counts make deployment expensive and impractical on edge or offline.
What BIE changes
A dedicated empathy layer for any model you use
The Behavioral Intelligence Engine wraps around your existing language models. Instead of asking the LM to "be empathetic on its own," BIE adds an adaptive, supervised empathy layer (AMEM) that:
Understands multimodal behavior—voice tone, linguistic cues, and visual signals.
Applies a controllable empathy framework aligned with your brand, domain, and regulations.
Works with small, medium, or large LMs without locking you into a single vendor.
From data to behavioral IP
How we turn your conversations into a proprietary Behavioral AI stack
BIE is delivered as a collaborative build process. We start from your goals, integrate mirro’s base models, and train on your data so that the resulting AI layer—including empathy behaviors—is truly yours.
You define your outcome
Retain members, improve health outcomes, grow revenue, reduce burnout, or de-risk key decisions. We align BIE to the metrics that matter for your organization.
We start with mirro's base behavioral models
Using our pre-built behavioral and empathy models, developed with SRI, we give you a running start—so you don’t have to build everything from scratch.
We train AMEM on your data
Within your infrastructure, we fine-tune BIE on your transcripts, guidelines, and edge cases. Your raw data never needs to leave your secure environment.
You own the behavioral IP
The resulting models, workflows, and empathy frameworks are proprietary to you. You retain ownership and control over how they are used and where they run.
You stay current
Through ongoing licensing and optional retraining, your Behavioral Intelligence Engine continues to improve as policies, products, and user behavior evolve.
Trust, safety & governance
Built for regulated, human-impact domains
BIE is designed for environments where mistakes are not just inconvenient—they’re unacceptable. Healthcare, behavioral health, financial services, and education require a higher bar for empathy, clarity, and safety.
Privacy-first design aligned with HIPAA, GDPR, and similar frameworks.
Data residency options: cloud, on-prem, or edge deployment.
Configurable guardrails and tone policies for high-stakes conversations.
Our research foundation
Backed by world-class R&D
mirro’s Behavioral Intelligence Engine is grounded in patented multimodal empathy research and developed in collaboration with SRI, the team behind Siri.
One granted patent and additional patents pending in multimodal empathy.
Human-centered design that keeps clinicians, agents, and learners in the loop.
Evaluation frameworks that go beyond accuracy to include empathy and trust.
Inside the Behavioral Intelligence Engine
How BIE and AMEM work—step by step
Under the hood, BIE combines multimodal perception, an Adaptive Multimodal Empathy Model, and a reinforcement learning loop to continuously refine emotional alignment.
The real-time conversation flow
Capture multimodal signals
BIE ingests user input from any combination of text, voice, and video. It extracts linguistic cues, prosody (tone, pace, emphasis), and visual indicators such as facial expressions or posture.
Build a unified emotional profile
A Multimodal Emotion Detection Processor fuses these signals into a single emotional embedding—a compact representation of how the user is likely feeling in this moment and over the session.
Generate the base response
Your chosen language model (small, medium, or large; general or domain-tuned) generates an initial response optimized for facts, logic, and task completion.
Refine with AMEM (the empathy layer)
The Adaptive Multimodal Empathy Model takes the base response and the emotional embedding, and adaptively adjusts tone, style, and phrasing—so every reply is emotionally aligned, context-aware, and on-brand.
Synchronize across channels
Whether output is text, synthesized voice, or avatar, BIE keeps emotional tone coherent across all modalities so the experience feels like one consistent personality.
The reinforcement training loop
BIE doesn't just guess at empathy—it learns it, measures it, and improves it with every iteration.
Curated multimodal training data
Conversations are collected and labeled with desired tone, sentiment, and empathy patterns for your culture, brand, or domain (e.g., healthcare, education, customer care).
Reward system for empathy quality
A reward model scores each response on empathy accuracy, emotional alignment, and multimodal coherence, using both human evaluators and automated checks.
Reinforcement learning optimization
AMEM parameters are updated to maximize these rewards, teaching the system to behave like a stable, empathetic persona rather than a stochastic LLM prompt.
Continuous improvement in your environment
With annual licensing and optional retraining, BIE keeps learning from new data, policies, and brand guidelines—without your sensitive information leaving your infrastructure.