Scheduled Maintenance: Undergoing an extensive infrastructure & platform overhaul. Public API is temporarily in maintenance mode.

System 1 AI Decisions.
Zero Generative Latency.

Free Laya AI Model API for developers. Stop waiting 2,000ms for slow, hallucinating generative LLMs to make structured decisions. Laya evaluates categorical choices, urgency scoring, and prompt guardrails in a single mathematical pass in under 35 milliseconds.

< 35ms
Core Model Pass
~800ms
RapidAPI Round-trip
16,666
Free Calls / Day
100%
🛠️
System Maintenance & Architecture Overhaul Active Upgrade Cycle

We are currently executing an extensive infrastructure overhaul to scale our backend compute nodes, optimize mmBERT memory allocations, and enhance overall platform resilience. During this maintenance window, public API endpoints are temporarily offline or undergoing intermittent testing. Full high-availability access will be restored once this upgrade cycle concludes.

Capabilities

Engineered for Workflow Automation

POST /v1/triage

Support Ticket & Email Triage

Classifies customer inquiries into departments (billing, technical, account), grades urgency level (0-2), and flags churn/cancellation risks.

POST /v1/guard

AI Agent Prompt Injection Guard

A sub-30ms security perimeter that detects jailbreaks, command overrides, and role-play attacks before queries reach expensive generative LLMs.

POST /v1/filter/spam

Spam & Phishing Filter

Real-time classification distinguishing legitimate inquiries from commercial marketing junk, phishing scams, and credential theft attempts.

POST /v1/sentiment

Sentiment & Frustration Analyzer

Evaluates text sentiment along with customer frustration and anger intensity score to trigger priority routing for escalated inquiries.

POST /v1/moderate

Content Moderation Gate

Zero-shot multi-label safety detection flagging toxic insults, hate speech, and explicit content before storing user-generated content.

POST /v1/decide

Custom Typed Decision Engine

Universal endpoint allowing arbitrary choice, score, or boolean questions on any text or state payload in a single forward pass.

Live System Telemetry & Transparency

24/7 Monitored Availability & Response Ping

Open Full Status Dashboard →
Primary Proof: Live Reliability
Probed Every 60s
100% Rolling 24h Availability

Monitored by independent global health probes across Frankfurt, Singapore, and New York. Decision systems belong directly in your app's critical path — zero hidden downtime.

“We refuse to publish static marketing uptime numbers. If a microservice cold-starts or an edge route stumbles, it is permanently recorded in our public telemetry. Decision engines should be as verifiable as open databases.”

— Harshad Jadav, Cloud Architect & Creator Portfolio →
Inference Benchmarks < 35ms Tensor Pass

Deterministic Latency Hierarchy

Laya mmBERT Core: < 35ms (In-Memory RAM)
RapidAPI Cloud Hop: ~750ms – 1,100ms
Generative LLM (GPT-4o): ~2,400ms (Buffering)
Edge Response Ping: Response Ping
Open Verification GitHub Repository

Quickstart

Call via RapidAPI in Seconds

curl-example.sh
POST /v1/triage
curl --request POST \
  --url https://laya-ai-api-gateway-lightning-decision-engine-api.p.rapidapi.com/v1/triage \
  --header 'x-rapidapi-host: laya-ai-api-gateway-lightning-decision-engine-api.p.rapidapi.com' \
  --header 'x-rapidapi-key: YOUR_RAPIDAPI_KEY' \
  --header 'Content-Type: application/json' \
  --data '{
    "subject": "Billing issue on invoice #1024",
    "body": "I was double charged this morning. Please refund immediately or cancel my plan."
  }'
// Sample Output (< 35ms):
{
  "department": "billing",
  "urgency_level": "critical",
  "is_churn_risk": true,
  "recommended_priority": "critical",
  "latency_ms": 28.4
}

Attribution & Architecture

Creator & Foundational Model

Harshad Jadav
Gateway Creator & Architect

Designed, built, and deployed the production REST API runtime, marketplace security middleware, and cloud container infrastructure.

Convai Innovations & BFC
Model Creator & Research

Powered by the open-source convaiinnovations/laya foundation model — a 322M parameter multilingual bidirectional encoder (mmBERT) tuned for calibrated categorical decisions without generative overhead.

Notice: The logo and visual mark (bfc-mark.png) are the intellectual property of Brain Function Collapse.

FAQ

Frequently Asked Questions

Answers to common questions regarding latency, architecture, privacy, and integrations.

What is Laya AI System 1 Decision Gateway?
Laya AI System 1 Decision Gateway is a deterministic, sub-35ms decision engine built on the 322M parameter mmBERT encoder that evaluates categorical choices, urgency levels, and security guardrails in a single mathematical forward pass without generative LLM hallucination or latency.
How fast is Laya Decision Gateway compared to traditional generative LLMs?
Traditional generative LLMs take 1,500ms to 3,000ms to generate and parse structured JSON. Laya completes decision inference in under 35 milliseconds, making it over 50x faster and ideal for high-throughput automation workflows in n8n, Make, and backend microservices.
Does Laya retain or train on customer prompt data?
No. The gateway enforces a strict zero-retention policy. All customer payloads are processed strictly in ephemeral RAM and immediately deallocated upon response completion. No customer data is ever saved to disk or used for training.
Is there a free tier to test the API?
Yes, developers can subscribe to the free tier on RapidAPI which includes 16,666 free daily requests (up to ~500,000 requests/month) during the introductory period.
What is the difference between core model latency (<35ms) and RapidAPI latency (~800ms)?
The foundational 322M mmBERT encoder executes classification in a single mathematical pass in under 35 milliseconds once the payload reaches RAM. When calling via the public RapidAPI Marketplace gateway, total round-trip latency (~750ms – 1,200ms) includes global internet routing, RapidAPI proxy authentication, rate-limit counting, and cloud container CPU dispatch.
Could the service experience occasional downtime?
Yes. The community and developer tiers are hosted on cloud developer containers, which may occasionally undergo cold-starts or maintenance reboots. You can monitor live health, rolling 24-hour uptime, and response ping 24/7 on our public Uptime Status Page.
Can I integrate Laya with n8n, Make.com, or custom microservices?
Yes. The API uses standard REST JSON interfaces over HTTPS. You can invoke any endpoint using native HTTP Request nodes in n8n or Make.com, or standard HTTP client libraries in Python, Node.js, Go, or cURL.