Lab

The engine behind
everything we ship.

ServiceAI Lab is where our orchestration infrastructure, model routing, and agent architecture live. We build the primitives so the Studio can ship faster.

openclaw · runtime · v2.4.1
agent.route(intent="reservation_request")
routing: claude-3-5-sonnet → tool:calendar_check
confidence: 0.97 · latency: 312ms
human_approval: not required
guardrail: passed (no PII in output)
agent.respond("We have 7pm available for 4 on Friday...")
channel: voice · tts: elevenlabs · latency: 68ms
✓ turn complete
01
Model specialties

We're model-agnostic. We're also model-opinionated.

Different tasks need different models. Our routing layer picks the right one automatically — or lets you lock a workflow to a specific provider.

Anthropic
Claude

Our default reasoning engine. Long-context document synthesis, nuanced instruction-following, and the safest output profile in production.

Long context Reasoning Safety Synthesis
OpenAI
GPT-4o / Codex

Code generation, function calling, and structured JSON output. The workhorse for anything that involves writing, modifying, or testing code at scale.

Code gen Structured output Function calling
Google DeepMind
Gemini

Multimodal pipelines and Search-grounded workflows. When an agent needs to see an image, read a PDF, or pull live web data, Gemini is in the loop.

Multimodal Search grounding Vision
xAI
Grok

Real-time reasoning with a lower filter threshold. Used in research sprints and market-scanning workflows where recency and directness matter.

Real-time Unfiltered Research
02
Lab products

Infrastructure we built because nothing else fit.

These are internal tools that power every Studio engagement. Both are available to enterprise clients under custom agreements.

ACTIVE · V2.4
OpenClaw

Our custom agent orchestration engine. OpenClaw manages tool selection, model routing, confidence scoring, and guardrail enforcement across every agent we deploy. It's what lets a voice agent answer a call, check a calendar, write a booking confirmation, and log the conversation — all in under 400ms.

Multi-model routing with confidence fallback
Human-in-the-loop approval gates
Real-time guardrail enforcement (PII, compliance, brand voice)
Full trace logging + replay
Learn more about OpenClaw →
INTERNAL · BETA
Hermes

Internal message broker and event bus for multi-agent workflows. Hermes handles async communication between specialized agents — routing a call summary from the voice agent to the CRM agent, triggering a follow-up SMS 90 minutes after a consultation, or escalating an unresolved thread to a human operator.

Async agent-to-agent messaging
Event-driven workflow triggers
Dead-letter queue + escalation logic
Priority lanes for time-sensitive workflows
03
Infrastructure capabilities

The building blocks in every deployment.

Custom Orchestration

Workflow graphs with conditional branches, parallel execution, and state persistence across multi-turn conversations.

Model Routing

Automatic selection of the best model per task based on cost, latency, and capability — with fallback chains on failure.

Human Approvals

Configurable gates that pause agent execution and route to a human reviewer before committing irreversible actions.

Guardrails

Output filtering for PII, brand voice drift, compliance triggers, and off-topic responses — tuned per deployment.

Monitoring

Real-time dashboards for latency, success rate, escalation rate, and token spend — with Slack alerts on anomalies.

Agent Workflow Architecture

We design end-to-end agent workflows as system diagrams before writing a line of code — reviewed and approved by the client.

Work with the Lab

Deep technical problems welcome.

If you're building something that needs custom orchestration, model routing, or serious agent architecture — we want to hear about it.