ACI Industries

Industries where models must keep changing after launch.

ACI industries are grouped by the post-launch change problem after deployment: shared-service updates, personal agent memory, and bounded edge adaptation.

4 sectors · 14 industries

Shared-service updates with tenant isolation
Local memory, reset, and erase on personal devices
Controlled adaptation for edge and robotics

Sectors

Explore by sector

Each sector groups industries where the same operational pressures show up after launch: shared-service updates, local memory and erase, bounded edge adaptation, and sometimes hard enforcement.

AI Platforms & Enterprise Systems

For shared services and enterprise systems that need customer-specific updates after launch without per-customer model copies or repeated retraining.

3 industries

Inference Platforms

Multi-tenant model serving with per-tenant adaptation, instant rollback, and exact deletion on one shared service, without per-customer model copies.

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Model Providers

Model-serving businesses that need customer-specific behavior without retraining or hosting a separate full model copy for every account.

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Enterprise Copilots

Internal copilots and enterprise knowledge systems that need domain refresh, policy updates, and explicit rollback after deployment.

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Robotics & Edge Systems

For robots and edge systems that need bounded local adaptation under latency, bandwidth, hardware, and safety constraints.

4 industries

Robotics

Robotic systems that need bounded local adaptation, deterministic rollback, and safety projections after deployment.

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Industrial Systems

Factory, plant, and field systems that need local policy updates, bounded state change, and explicit rollback on edge hardware.

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Automotive & ADAS

Automotive and driver-assistance systems where bounded change, rollback, and explicit safety constraints matter more than frequent full-model retraining.

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Medical Devices

Medical-device and clinical-edge systems where local adaptation and typed constraints must coexist with validation and safety requirements.

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Personal Devices & Consumer Systems

For desktop agents, assistants, and personal-device software that should keep memory and personalization close to the user instead of defaulting to centralized retention.

4 industries

Desktop Agents

Desktop and laptop agents that need local memory, revocable preferences, and explicit control over what changes after deployment.

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Personal Assistants

Assistant products that need local personalization, revocable preferences, and explicit control over what changes after deployment.

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Wearables & Health Devices

Wearables and health-adjacent consumer devices that need private routine learning, local rollback, and explicit user control.

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Smart Home Systems

Home devices and hubs that need household-specific adaptation, revocable rules, and local control over retained state.

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Regulated Operations

For systems where deletion exposure, policy drift, and hard rule enforcement shape what can change after deployment.

3 industries

Financial Services

Financial systems that need explicit rollback, typed rules, and item-level removal when model behavior changes in production.

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Healthcare Operations

Operational healthcare systems that need workflow updates, reviewable behavior changes, and tight retention boundaries after deployment.

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Public Sector Systems

Public-sector and policy-heavy systems where reviewability, deletion handling, and explicit rule enforcement matter throughout the deployment lifecycle.

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Starting Configurations

How to start each evaluation

These are the shortest paths to a credible first evaluation before deeper industry-specific tuning begins.

ACI Inference

Starting cloud profile: dual linear structured-task tenant on a strong frozen backbone. Keep memory off first, then enable it only when recall-heavy evaluation shows a measured lift.

ACI Personal Agents

Starting local-agent profile: primal controller with SOHT memory on and local persistence enabled. Turn memory off only when the smallest device footprint is the main constraint.

ACI Edge Runtime

Starting general edge profile: primal plus SOHT. Move to the safety-projection profile when the runtime can directly affect control or actuation.

ACI Safety & Policy

Starting rule families: symbolic equality forcing for language-facing policy and state-region action shielding for control surfaces.

Next step

Start with the right ACI product

Start with the industry that matches the operating problem, then move into the product and documentation that fits where the AI runs.

ACI Use Cases ACI Documentation

ACI Inference

ACI Personal Agents

ACI Edge Runtime

Add ACI Safety & Policy only when hard enforcement and signed evidence belong in the product boundary.