Agent Ecosystem

Specialized Agents,
Unlimited Possibilities

Pre-built intelligence for common tasks. Composable architecture for unique challenges. Every agent accepts typed inputs, executes domain-specific logic, and produces structured outputs.

Core Agents

Six Agents. Infinite Combinations.

Each agent is purpose-built for a specific job. Compose them together to build workflows as simple or sophisticated as your process requires.

Decision Maker

"The brain that reasons through complexity."

Uses LLM reasoning to make structured decisions. Every decision comes with confidence scores, evidence, and auditable reasoning.

Capabilities

  • Contextual reasoning with memory retrieval
  • Structured JSON output with confidence scores
  • Few-shot example support for domain adaptation
  • Decision routing rules for automatic escalation
Best For

Risk assessment, classification, routing decisions, recommendations, approvals

Judge

"The quality gate that never sleeps."

Evaluates content against multiple criteria with weighted scores and pass/fail determinations. Combines LLM evaluation with programmatic checks.

Capabilities

  • Multi-criteria evaluation with weighted scoring
  • LLM-based rubric evaluation for subjective quality
  • Programmatic checks (length, keywords, format)
  • Configurable aggregation (average, min, weighted)
Best For

Content quality gates, compliance verification, output validation, review workflows

Guardrail

"The shield that protects your workflows."

Enforces safety and policy through multi-layer validation. Stack PII detection, content filtering, LLM moderation, and custom checks.

Capabilities

  • Multi-layer protection with configurable ordering
  • PII detection (email, phone, SSN, credit card)
  • Blocked word and injection filtering
  • LLM-based contextual moderation
Best For

Input sanitization, compliance enforcement, content moderation, security screening

Content Analyzer

"The eyes that see through unstructured data."

Processes multi-modal content through configurable pipelines. Images, documents, audio -- extract intelligence from any format.

Capabilities

  • Multi-stage processing pipeline
  • OCR extraction with language support
  • Document classification into categories
  • LLM-based content analysis
Best For

Document processing, image analysis, form extraction, media classification

Content Generator

"The creator that scales your output."

Creates text, images, audio, and documents using LLM and specialized models. Built-in post-processing ensures quality.

Capabilities

  • Text generation with template support
  • Configurable LLM settings per use case
  • Post-processing for formatting and validation
  • Personality settings for tone and style
Best For

Report generation, email composition, marketing content, document creation

Conversational

"Turn procedures into conversations that execute."

Transforms SOPs into autonomous agents that guide customers through complex workflows across voice, SMS, WhatsApp, and webchat.

Capabilities

  • State-machine execution with intent transitions
  • Multi-channel deployment (voice, SMS, web)
  • Automatic entity extraction and slot-filling
  • Tool orchestration for CRM and backends
Best For

Scheduling, service dispatch, claims intake, onboarding, outbound reminders

Built on Five Specialized Layers

Interaction layer for natural language. Orchestration layer for state and flow. Decision layer for business rules. Intelligence layer for ML scoring. Data layer for integration. Each layer uses the right technology for its specific job.

Enterprise-Ready from Day One

Circuit breakers prevent cascading failures. Retry policies with exponential backoff handle transient errors. Event-driven architecture eliminates polling. Full observability shows you exactly what's happening at every layer.

Build Complex Workflows from Simple Components

Package workflows as self-contained units with input/output contracts. Compose using call steps, fork-join parallelism, or inline expansion. Publish capability cards for AI-powered discovery.

Micro-ReAct Agents

Autonomous Task Completion

The Reason-Act-Observe pattern, modularized for control.

Micro-ReAct implements autonomous multi-step task completion with built-in controls. Four specialized agents work in a loop: Reasoner analyzes goals, Router selects tools, Observer normalizes results, Terminator decides when to stop.

Reasoner

Analyzes goals and produces intent

Router

Selects tools with validated args

Observer

Normalizes tool results into facts

Terminator

Decides when workflow completes

Built-In Controls

Iteration Budgets

Set maximum loop iterations

Tool Call Limits

Cap tool calls per iteration

Context Budgets

Prevent context window overflow

Stuck Detection

Escape unproductive loops

Deterministic Guardrails

LLM judgment + hard rules

Agent Builder

From Concept
to Configuration

The Agent Builder is a conversational workflow that guides you through creating any agent type -- step by step, turn by turn. Describe what you're building, answer its questions, and receive a production-ready configuration. No forms. No schemas. Just a conversation that outputs a deployable agent.

Best For

Rapid prototyping, standardizing agent patterns across teams, building without boilerplate, iterating from idea to deployment in minutes.

Agent Builder
Build me a customer onboarding agent for our SaaS platform.
I'll help you build that. A few questions first:

1. What channels should it support? (web, SMS, email)
2. How many onboarding steps are in your current flow?
3. Does it need CRM integration?
Web and email. 5 steps. Yes, we use Salesforce.
Got it. I'll configure a Conversational Agent with a 5-state machine, Salesforce tool integration, and dual-channel deployment. Generating config...

How It Works

1

You describe

What the agent should do, in plain language

2

It asks

Clarifying questions to nail down requirements

3

It suggests

Sensible defaults you can accept or override

4

It validates

Catching conflicts before they become bugs

5

It assembles

Runtime-ready JSON you can deploy immediately

Want to see it in action?

Start with "Build me a..." and let the Agent Builder take it from there.

Try Agent Builder

Ready to Build Multi-Method Agentic AI?

Join the teams moving from AI pilot to production with the right architecture.