CANDIDATE
gpt-4o
0.72
- cost
- HIGH
- latency
- 820ms
- accuracy
- 97%
- compliance
- PASS
SPARTAK FUSION · SMART ORDER ROUTER
Score. Route. Fuse. Own the Output.
The Smart Order Router is Spartak Fusion's engineered selection pipeline — score every candidate model against the task and business case, route to the optimal model, and fuse only when multiple outputs add value. Fuse your own models alongside open-source and frontier ones, fine-tune ultra-specific models for individual workflows, and combine traditional ML with LLMs — all inside your perimeter, every decision auditable.
Representative Smart Order Router trace: contract clause extraction task scored across three candidate models, routed to specialist-legal-ft, fusion applied when multiple outputs add value, assembled result with 61% cost delta versus single-model baseline, perimeter secure.
[ SMART ORDER ROUTER ]
Score every candidate. Route to optimal. Fuse only when it adds value.
Representative pipeline: Spartak scores each candidate model on cost, latency, accuracy, and compliance → routes to the highest composite score → fuses outputs only when multiple models add value. Engineered selection, not blind dispatch.
TASK
Contract clause extraction · restricted sensitivity
01 · SCORE
Every candidate scored on cost, latency, accuracy, and compliance
TOP SCORE
specialist-legal-ft
0.94
- cost
- LOW
- latency
- 340ms
- accuracy
- 96%
- compliance
- PASS
CANDIDATE
internal-base-8b
0.61
- cost
- MIN
- latency
- 180ms
- accuracy
- 89%
- compliance
- RESTRICT
02 · ROUTE
Dispatch to the optimal model by composite score
SELECTED ROUTE
specialist-legal-ft
RATIONALE
Highest composite score · cost/latency/accuracy/compliance threshold met
03 · FUSE
Combine outputs only when multiple models add value
FUSION GATE
APPLIED
FUSION RESULT
Clause set + summary · schema-validated · fused when parallel outputs add value
COST DELTA
-61% vs frontier-only
Smart Order Router pipeline for contract clause extraction: three candidate models scored on cost, latency, accuracy, and compliance; specialist-legal-ft routed as optimal; fusion applied when multiple outputs add value; result assembled with 61% cost delta versus frontier-only routing.
SMART ORDER ROUTING
Score every candidate — route to optimal, not default.
The Smart Order Router evaluates every candidate model on cost, latency, accuracy, and compliance before dispatch. Representative routing: contract-review tasks score a specialist legal model highest and route there — general reasoning stays on the optimal frontier route. Engineered selection, not blind prompt-and-hope.
INTELLIGENT FUSION
Fuse only when multiple models add value.
Fusion is gated by scoring — Spartak combines outputs from parallel model runs only when the composite score proves multiple models add value. Assembled deliverables are schema-enforced, policy-checked, and traceable to each source model. You own the output; no single vendor owns the pipeline.
TOKEN EFFICIENCY AS VALUE
Engineered efficiency — frontier quality at optimal-model cost.
The Smart Order Router routes each task to the cheapest model that meets your quality threshold. Representative efficiency: ~61% lower token cost versus always-on frontier routing — value delivered by orchestration intelligence, not a discount on someone else's API.
FUSE YOUR OWN MODELS
Bring your own models — fuse them into the pipeline.
Fusion isn't only routing across third-party APIs. Bring your proprietary or in-house models and Spartak fuses them with open-source and frontier models inside your perimeter — so the output is genuinely yours, not rented from a single vendor.
FINE-TUNING & TASK-SPECIFIC MODELS
Ultra-specific models, tuned to one job.
Spartak fine-tunes models and builds ultra-specific, task-specific models for individual workflows — trained on your own data, inside the seal. Instead of forcing one general model to do everything, narrow models do one job extremely well.
TRADITIONAL ML + MLOPS
Classical machine learning on top of the AI layer.
Beyond LLMs, Spartak brings traditional machine-learning expertise — forecasting, classification, anomaly detection, optimisation — layered on a full sovereign MLOps capability. Many real workflows are best solved by combining traditional ML with LLMs; Spartak does both, not just the generative layer.
[ SPARTAK API ]
OpenAI-compatible endpoint — two delivery modes, one Fusion engine.
The Spartak API is a secondary surface under Fusion. Choose the mode that matches your sensitivity profile — the Smart Order Router and Fusion engine are identical; only the deployment boundary changes.
IN-PERIMETER · FLAGSHIP
Your apps call Spartak — not external providers.
Deploy an OpenAI-compatible endpoint inside your perimeter. Internal applications stop calling Azure, Bedrock, or public APIs — routing, fusion, and governance stay air-gapped with zero external dependency.
- → Full sovereignty — data never leaves the seal
- → Smart Order Router cost-efficiency on every internal call
- → Same Govern policy gates as the core engine
HOSTED · MANAGED
Managed endpoint for lower-sensitivity workloads.
A Spartak-managed API for development, prototyping, and non-regulated workloads. Smart Order Router efficiency and Fusion routing apply — suited for teams that do not require an air-gapped deployment.
- → OpenAI-compatible — drop-in for existing SDKs
- → Smart Order Router — engineered routing efficiency
- → Managed infrastructure — no bare-metal ops
[ TALK TO AN EXPERT ]
Start the conversation — a live engine walkthrough against your environment.
[ TALK TO AN EXPERT ]
Start with a conversation.
Talk directly with a Spartak engineer — no procurement gauntlet to begin. We map your perimeter, walk the live engine against your environment, and shape a sovereign deployment path together.