Activa Mesh · by Activa Studio

Continuous Health Intelligence.

Activa Mesh transforms fragmented health, wellness, device, historical, and contextual data into intelligence that can understand change, coordinate support, and stay present throughout a person’s journey.

Open by DesignConnect the ecosystem
Deploy AnywhereFit your environment
No Model Lock-InRoute with purpose
Customer-Trained ModelsSpecialize the intelligence
Activa Mesh
The intelligence layer for connected health.
One evolving understanding—across every permitted signal.
SLEEP 7H 42MRECOVERY SHIFTACTIVITY TRENDGOAL CONTEXT

Health data is everywhere. Understanding isn’t.

Most systems capture moments. Activa Mesh builds a continuous thread across them—so isolated readings become context, context becomes understanding, and understanding can lead to timely support.

01

Fragmentation

Signals live across devices, applications, histories, and systems.

02

Intelligence

Activa Mesh connects permitted data into a coherent intelligence layer.

03

Understanding

Context reveals relationships, patterns, and meaningful change.

04

Action

Specialized agents coordinate the right form of non-diagnostic support.

05

Continuous support

The experience learns from the journey and stays relevant over time.

One connective layer across a fragmented ecosystem.

Activa Mesh brings intelligence where your users already are. It complements devices, applications, health programs, and authorized data environments rather than asking partners to replace them.

Smart scales & body composition
Watches, wearables & trackers
Mobile health applications
Connected health peripherals
Connected by Activa MeshContinuous context

Identity, permissions, history, goals, trends, and present conditions brought into one evolving view.

Nutrition & lifestyle information
Activity, sleep & recovery
Historical health information
Healthcare systems & authorized clinical data

A complete system for continuous intelligence.

Activa Mesh connects governed data, healthcare knowledge, specialized models, agents, and evaluation—so a partner can build intelligence that understands the ecosystem and the person within it.

01 / FOUNDATION

Healthcare Data Foundation

Normalize, govern, and prepare clinical, metabolic, behavioral, device, and contextual data for AI.

02 / KNOWLEDGE

Healthcare Knowledge + RAG

Combine intelligence with customer knowledge, policies, product information, and authorized health context.

03 / MODELS

Specialized Healthcare Models

Use domain-specialized model variants and evaluation pipelines designed around the customer environment.

04 / AGENTS

Specialized Healthcare Agents

Coordinate metabolic health, GLP-1 wellness, nutrition, activity, recovery, engagement, and other workflows.

05 / ASSURANCE

Evaluation & Governance

Use golden datasets, model and agent evaluation, safety boundaries, lineage, and observability to measure what matters.

06 / INFERENCE

Flexible Inference

Choose private/local, enterprise cloud, or frontier models without locking the customer into one provider.

Many specialties. One companion.

An Activa Mesh–powered Health Coach is supported by an orchestrated network of specialized agents. The person experiences one unified relationship while the right expertise collaborates behind the scenes.

Connected DataDevices, apps, context, history
Activa Mesh Intelligence LayerNormalizes and understands permitted signals
Agent OrchestratorCoordinates tasks, context, policy, and handoffs
Specialized Agents
NutritionActivitySleepBodyGoalsResearchGLP-1SignalsContext
Unified Health CoachOne consistent voice and relationship
UserContextual support in the experience they already use
Behind the scenes: agents collaborate, verify context, and coordinate next steps.For the user: one intelligent health companion.

A health coach that doesn’t wait to be asked.

Activa Mesh can continuously observe permitted signals, understand context, identify meaningful changes, coordinate specialized agents, and offer an appropriate nudge—without making diagnostic or prescriptive claims.

Conventional conversational AI
User asks→AI responds

Useful in the moment, but dependent on the person knowing what to ask and when to ask it.

VS
Activa Mesh continuous loop
ObserveUnderstandAnticipateCoordinateSupportLearn

Sleep shifts. Activity changes. Recovery dips. Adherence becomes uneven. Activa Mesh can connect the change to the wider journey and surface supportive context at the right moment.

Continuous Health Intelligence in Action

From Connected Devices to Personalized Guidance

Meet Jordan, a hypothetical consumer who uses a connected smart scale and a companion wrist wearable. Each device is useful alone. Together—with goals, history, preferences, previous interactions, a wellness program, and other authorized information—they can become a continuous, contextual understanding of the journey.

CONNECTED SMART SCALEWeight + body composition

Permitted measurements, baselines, and trends over time.

WRIST WEARABLEDaily-life signals

Activity, sleep, recovery, heart trends, and supported wellness metrics.

H
AUTHORIZED CONTEXTHealth history

Historical trends, prior interactions, preferences, and other permitted information.

G
PERSONAL INTENTGoals + wellness program

What matters now, the program being followed, and the outcomes being pursued.

Activa MeshContinuous Health IntelligenceRelates signals to the person’s evolving context.
AGENT ORCHESTRATORCoordinates the right expertise.Selective collaboration—not multiple chatbots.
NutritionActivityRecoveryBody CompositionGoalsGLP-1 WellnessKnowledge

One companion turns coordinated intelligence into timely support.

Support appears through a consistent relationship in the experience Jordan already uses—aligned with goals, context, permissions, and partner-defined boundaries.

The value is in the relationships between signals—not simply collecting more data.

  1. 01 / BASELINEThe journey becomes visible

    Jordan authorizes the two devices and adds goals, preferences, history, and wellness-program context.

  2. 02 / OBSERVESeveral signals begin to move

    Sleep and recovery soften, activity remains steady, and body-composition trends continue to evolve.

  3. 03 / COORDINATEAgents interpret the pattern together

    Recovery, activity, body-composition, goals, and knowledge agents contribute only the context needed for the moment.

  4. 04 / SUPPORTThe Health Coach meets the moment

    “Your recovery and sleep have been softer while activity stayed steady. A lighter session and attention to hydration may better match your goals today.”

Your devices measure.Activa Mesh understands.Your Health Coach helps you act.
The future of connected health isn't another device or another dashboard. It's continuous intelligence that connects them all.

See the whole journey—not one number.

An Activa Mesh–powered Health Coach can help users keep nutrition, protein goals, hydration, activity, strength preservation, adherence, lifestyle habits, and progress in view together. Weight and body composition trends become part of a broader wellness story rather than an isolated score.

Protein goalsHydrationStrength habitsActivityAdherenceBody compositionGoal progress
Hydration rhythm
CONSISTENT
Protein goal
BUILDING
Strength habit
2× THIS WEEK
Daily activity
ON TREND
Recovery
WATCHING
Health Coach context
Your activity is steady, but recovery has been softer across three nights. A lighter strength session and attention to hydration may better match the pattern today.

Your Intelligence. Your Model.

Activa Mesh can extend leading open-weight models with behavioral intelligence shaped around your health ecosystem—your products, journeys, workflows, policies, boundaries, and voice.

01 / GENERAL MODELUnderstands the worldLanguage, reasoning, and broad health concepts.
02 / CUSTOMER TRAININGUnderstands your ecosystemProducts, behaviors, workflows, and boundaries.
03 / ACTIVA MESHUnderstands the individualAuthorized context, agents, tools, and goals.
04 / CONTINUOUS INTELLIGENCEUnderstands change over timeSignals become longitudinal, contextual support.
MODEL FOUNDATIONLeading open-weight modelA capable starting point—not a model trained from scratch.
CUSTOMER-SPECIFIC TRAININGShape how the intelligence behavesParameter-efficient fine-tuning and related techniques can specialize an appropriate model.
ProductsWorkflowsPoliciesTerminologyCoaching styleBoundaries
CUSTOMER INTELLIGENCE LAYERAI that understands how your health ecosystem works.The underlying model can evolve while the customer’s behavior, evaluation, and governance assets remain the durable focus.
ACTIVA MESHOrchestrates models, agents, knowledge, tools, and live context.

Train behavior. Keep knowledge current.

A specialized model can learn how the experience should operate. Approved knowledge, tools, and live context remain connected dynamically so changing information does not have to be baked into a model checkpoint.

CUSTOMER-TRAINED MODELHow your AI should behave
+
CONNECTED KNOWLEDGEWhat your AI should know now
+
LIVE CONTEXTWhat is happening with this person
=
PERSONALIZED INTELLIGENCERelevant support within defined boundaries

Training inputs can include curated examples, approved workflows, policies, synthetic scenarios, and other customer-authorized material. Using sensitive health data for training is not assumed.

Models should earn their way into production.

Create, evaluate, govern, and deploy specialized intelligence with measurable evidence—not a blanket assumption that fine-tuning is better.

  1. 01Select
  2. 02Specialize
  3. 03Evaluate
  4. 04Validate
  5. 05Deploy
  6. 06Measure
  7. 07Improve
Foundation modelPrompted foundation modelCustomer-trained modelCustomer-trained model + Activa Mesh
Coaching qualityContext useLongitudinal reasoningAgent orchestrationTool selectionSafetyEscalationStructured outputs
CUSTOMER CORE MODELShared behavior + boundaries
NutritionIntelligence
RecoveryIntelligence
GLP-1Intelligence
ACTIVA MESH ORCHESTRATIONMany specialties. One companion.
Unified Health Coach

Customer-controlled models. Customer-controlled data. Customer-defined boundaries.

Activa Mesh can support specialized model families rather than forcing every task into one giant model. They can operate within customer-controlled infrastructure, private cloud, private AI, hybrid, or approved managed environments—subject to the chosen architecture and governance.

  • Place appropriate workloads close to sensitive data
  • Align model behavior with organizational requirements
  • Keep one unified Health Coach in the customer experience

The foundation model can change. Your intelligence doesn’t have to start over.

Activa Mesh separates the orchestration layer, customer behavior assets, and underlying foundation models. It can route work across multiple models and environments—and evaluate newer generations as they emerge.

Route with purpose.

Policies can guide workload placement according to privacy, security, latency, capability, cost, data sensitivity, and organizational requirements.

PRIVACYSECURITYLATENCYCAPABILITYCOSTSENSITIVITYPOLICY
01
Customer-Trained ModelsSpecialized open-weight model variants shaped around customer behavior, workflows, products, and boundaries.
02
Private / Local ModelsLocally hosted and customer-controlled inference for sensitive or low-latency workloads.
03
Enterprise ModelsEnterprise-hosted models operating inside approved infrastructure and governance boundaries.
04
Frontier Cloud ModelsAdvanced cloud capabilities when policy, capability, and workload requirements align.
ACTIVA MESH INTELLIGENCEOrchestration, context, agents, tools
CUSTOMER BEHAVIOR LAYERSpecialized behavior, evaluation, governance assets
UNDERLYING FOUNDATION MODELEvaluated for reasoning, efficiency, cost, context, tools, safety, and deployment fit

Deploy Activa Mesh where it fits your business.

Activa Mesh is not limited to a single SaaS model. The platform can meet partners in their infrastructure, product, operating model, and customer experience.

01 / YOUR ENVIRONMENT

Controlled deployment

Place Activa Mesh where your privacy, security, operations, and data boundaries require.

  • Partner infrastructure
  • Private cloud
  • Customer-controlled environment
  • Hybrid deployment
02 / YOUR EXPERIENCE

Embedded intelligence

Bring Activa Mesh into the products and touchpoints your customers already understand.

  • Embedded deployment
  • OEM / white-label
  • Co-branded experience
  • Managed deployment
03 / COMMERCIAL FLEXIBILITY

Fit the product environment

Choose a deployment and commercial model that fits the partner’s product, infrastructure, and customer experience.

  • Licensed platform
  • Embedded or OEM
  • Managed platform
  • Co-branded deployment

Specialized around the ecosystem you already own.

Activa Mesh can live behind an existing product experience and help a partner create intelligence aligned with its own devices, programs, methods, tools, and customer relationship.

DIGITAL HEALTH PLATFORMS

Add continuous intelligence and specialized agents to an existing member experience.

CONNECTED HEALTH & WEARABLES

Turn measurements into longitudinal context, personalized intelligence, and proactive engagement.

VIRTUAL CARE & RPM

Transform streams of patient data into prioritized insights, agent-assisted workflows, and timely support.

HEALTH SYSTEMS & PAYERS

Connect governed healthcare data, organizational knowledge, and specialized AI within enterprise boundaries.

Keep your product. Keep your customer experience. Add continuous intelligence.

Activa Mesh can complement your devices, applications, models, and environment—helping you create a more intelligent, proactive experience without replacing the ecosystem you have already built.