AI Platforms & Enterprise Systems
Inference Platforms
Multi-tenant model serving with per-tenant adaptation, instant rollback, and exact deletion on one shared service, without per-customer model copies.
Across 4 sectors and 14 industries, the routing stays the same: shared-service updates, local memory and erase, or bounded edge adaptation.
Where ACI fits
ACI replaces repeated retraining and per-tenant model variants with scoped state on one shared service. Each tenant gets explicit bind, unbind, rollback, and deletion without copying the whole model.
Core operations
Bind, unbind, adapt, constrain, and rollback stay explicit operations so changes remain scoped instead of silently mutating the shared backbone.
Deployment surfaces
Each industry page maps to a recommended ACI product and starting profile so controller, memory, and add-on choices stay explicit.
Default Product Profile
Recommended starting point for Inference Platforms
This page recommends the starting product and profile for this operating environment so deployment choices stay concrete instead of implied.
Recommended Product
ACI Inference
Default Profile
Start with the dual linear structured-task tenant on a strong frozen backbone and keep memory off in the first cloud baseline.
Fallback Condition
Enable memory only when recall-heavy evaluation shows a measured lift, and move past the linear baseline only after that default has been measured cleanly.
Safety Add-on
Attach ACI Safety & Policy with symbolic equality forcing when business or compliance rules need hard text-facing enforcement.
Operational Pressures
The problem in inference platforms
Every new tenant requires either a dedicated model copy or an adapter. GPU residency and operational cost scale linearly with customer count.
Rollback means retraining or restoring a full checkpoint. Deletion means hoping the next retrain forgets the right data. Neither is instant or verifiable.
Per-tenant behavior drifts silently when updates overlap. There is no clean isolation boundary or rollback record.
ACI Capability
What ACI delivers
ACI Inference attaches per-tenant state to one shared service. Adding a customer is a bind operation, not a training job.
Unbind removes a tenant's learned contribution exactly — verified to removal error on the order of 10⁻⁹. No retrain, no residual leakage.
Every bind, unbind, adapt, and constrain operation stays explicit, so rollback and proof are available when the operating boundary requires them.
Rollback is instant: restore any prior tenant state without touching the backbone or other tenants.
Isolated state per scope
Each tenant, user, or device gets its own isolated state. Changes stay scoped instead of silently mutating the shared backbone.
Exact removal
Unbind removes a specific learned contribution exactly, without retraining the whole system or leaving the change half alive.
Controlled rollback and proof
Every operation can be replayed, rolled back, and inspected later. Signed evidence is there when the operating boundary requires proof.
Deployment Scope
Integration and deployment context
ACI operates on the post-deployment change layer. The quality of the base model still determines baseline capability.
Tenant-specific evaluation sets define what stable behavior means for each customer class.
Integration with existing serving infrastructure (load balancing, routing, tokenization) remains the platform operator's scope.
Related Industries
More in AI Platforms & Enterprise Systems
Model Providers
Model-serving businesses that need customer-specific behavior without retraining or hosting a separate full model copy for every account.
Learn moreEnterprise Copilots
Internal copilots and enterprise knowledge systems that need domain refresh, policy updates, and explicit rollback after deployment.
Learn moreGet Started
Put ACI on the update problem that matters here
Choose the product that fits, then start from the recommended profile above: ACI Inference for shared services, ACI Personal Agents for desktop and on-device agents, or ACI Edge Runtime for robotics and edge systems. Add ACI Safety & Policy only when hard enforcement belongs in the boundary.