Akka Optimize

Own Your Intelligence.

Akka Optimize puts each request on the best model for the task, including smaller models trained on your data.

ObserveRouteTrainServe

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The models to build your own intelligence are here.

Open-weight models have reached frontier-level quality, and a comparable one follows every frontier release within a few months.

Content moderation — evaluation score · SK Telecom, 23M subscribers · Adaptive ML on Gemma (Google DeepMind Gemmaverse)

Gemma 3 4B tuned0.80

Claude Sonnet 3.70.77

GPT-4o0.76

Enterprise RAG — head-to-head preference · AT&T evaluation of Adaptive Engine, 2025

Llama 3.1 8B tuned51%

Leading closed model29%

Tie20%

One loop that keeps making your AI better.

Akka watches the work that your agents do, routes each task to the model that fits it best, trains specialized models on your own data, and serves them. The loop runs continuously.

Observe

measure the work your agents do on live traffic

Route

send each task to the model that fits it best

Train

specialize models on your own data

Serve

run them in your environment, with frontier fallback

Full control over what your AI costs.

See what every AI call costs, attribute it to an owner, and route each task to the cheapest capable model under your budgets.

CostsEfficiencyBudgetsPricesChanges

Route to the best model, from any vendor.

One gateway routes every request to the best model for the task, chosen from any vendor under your own policies, with frontier models available when the work calls for them.

ModelsServingGatewayRoutingUse casesExperimentsPlayground

Gateway, live traffic from callers through the router to models — **Optimize** › Inference › Gateway · live

Prove every model change on live traffic.

Quality stays protected: if a candidate ever slips, Akka returns to the proven model right away.

Experiment, propose — Smaller model for ticket triage · **Propose**

Experiment, shadow — Smaller model for ticket triage · **Shadow**

Experiment, canary — Smaller model for ticket triage · **Canary**

Experiment, rolled back — Regional route change · **Rolled back**

Build intelligence from your own data.

Akka tunes an open-weight base (4–12B) with reinforcement learning against your interaction data, using your evaluations as the grader.

RunsDatasetsBase modelsGPUs

Incumbent

frontier API

Candidate

your SLM

GATE

quality ≥ baseline ✓
token drop ≥ target ✓

Promote

canary → fleet

Every promotion comes with a before-and-after benchmark, measured by your own evaluations on your own traffic and saved to the audit record.

An integrated platform.

The platform uses smart shared abstractions to make every AI system as efficient as possible.

Akka SDK is the component model for building agentic systems.	→
Akka Specify builds agentic systems from your specifications and releases only what meets your definition of done.	→
Akka Verify applies any control to any AI system and guarantees its enforcement.	→

Akka Optimize

Own Your Intelligence.

The 90-day Optimization Assessment

Start the assessment →