AI decisions
your policies control
One API for stage detection, action selection, and verification. Every decision is bounded, traceable, and connected to your systems via webhooks. No rogue actions. No black boxes.
Platform
Everything you need for
workflow reliability
Decision engine, integrations, observability, and safety tools — all in one platform. Purpose-built for enterprise workflow automation.
Stage Detection
Automatically classify where each workflow instance stands. Structured stage prediction backed by specialized models.
Action Selection
Decide the next legal action with confidence scores. Every action maps to an allowed set per stage.
Verification & Reason Codes
Every decision passes through a verifier. If it fails, you get explicit reason codes — not a black box.
Smart Escalation
When confidence is low or policy blocks action, Rylvo escalates cleanly to humans. No silent failures.
Webhook Connectors
Register tool, state sync, and event connectors. Rylvo calls your systems during workflow execution — with auth, retry, and HMAC signing built in.
Knowledge Base
Connect your data sources with blueprints. Hybrid retrieval with auto-tuning pipelines for grounded, evidence-backed decisions.
Bot Management
Create named agent configurations. Every API request is tagged to a bot — traces, analytics, and billing all group by bot.
Model Marketplace
12 models across 4 tiers — from fast nano models to powerful reasoning engines. Pick per-request. Pin models to workflows.
Trace Logging & Replay
Full observability for every decision. Replay any session, inspect failure points, understand exactly why.
Edge Case Engine
Detect anomalies, cluster failure patterns, auto-generate guardrails, and run red team simulations to harden your workflows.
Self-Improving Prompts
Manage prompts with version history, placeholder templates, and built-in optimization strategies — OPRO, APE, DSPy Bootstrap, and PromptBreeder.
Automation & Reports
Schedule trace scans, red team runs, and report generation. Route alerts to Slack, email, or webhooks. Full autopilot mode.
Integration
Up and running in minutes
No months-long integration projects. Connect once.
Define your workflow
Specify stages, legal actions per stage, and policy rules. Rylvo ingests your definition and builds a structured control map.
Call the API
Send session context, current state, and user input to a single endpoint. No multi-service orchestration required.
Get verified decisions
Receive stage prediction, next action, confidence scores, verification result, and reason codes. Every response is traceable.
Monitor everything
Track volumes, inspect failures, replay traces, and understand exactly where your workflow succeeds or breaks.
Developer Experience
One endpoint. Complete decisions.
Send workflow context. Get back a verified decision with confidence scores, reason codes, and a trace ID.
POST /v1/respond
{
"session_id": "sess_7k2mN",
"workflow_id": "order_support_v2",
"current_user_message": "My order hasn't arrived...",
"current_structured_state": {
"stage": "intake",
"facts": { "order_id": "ORD-8821" }
},
"allowed_actions": [
"classify_issue",
"lookup_order",
"escalate_to_human"
]
}{
"predicted_stage": "investigation",
"next_action": "lookup_order",
"confidence": 0.94,
"verification": {
"passed": true,
"reason_codes": []
},
"escalation": {
"required": false,
"reason": null
},
"response_payload": {
"message": "Looking up order ORD-8821...",
"action_params": { "order_id": "ORD-8821" }
},
"trace_id": "trc_Qx9vKm3nP"
}Use Cases
Built for teams that run
real workflows
Designed for repetitive, high-volume, rule-heavy workflow lanes where consistency matters more than chat.
Support & Case Routing
Classify incoming requests, route to the right team, suggest next actions, and escalate complex cases.
Complaint & Escalation
Handle complaint lifecycle from intake to resolution with policy-aware decisions and audit trails.
Claims & Case Triage
Triage incoming claims, validate required fields, flag policy violations, and accelerate clean cases.
Internal Operations
Automate repetitive internal workflows with rule-heavy decision points. Approvals, handoffs, status updates.
Request early access
We're opening access to select teams. Enter your email to get priority when we launch.