The AI infrastructure
enterprises build on.

Turn domain data into structured, validated decisions. Not just text. Domain-aware, schema-enforced outputs across healthcare, financial services, talent, and compliance. Production-ready from day one.

100% schema-valid output
< 15ms median latency
Talent
DOMAIN PACK
ROUTING INTENT
score_candidate
12ms
0.94
schema ✓
Platform

One platform. Two paths to production.

Deploy a pre-built solution and go live today, or build your own AI features directly on the Intent API. Both run on the same platform primitives.

Solutions

Ready-to-deploy AI

Production-ready solutions with domain intelligence, guardrails, and deployment options built in. No prompt engineering. No infrastructure to manage.

Explore all solutions
Intent API

Build your own AI feature

Pass a named intent, your domain pack, and your input. LiyaEngine resolves the model, injects domain context, enforces your output schema, and returns validated JSON — in one round trip.

liya · intent api
200 OK · 142ms
POST/v1/run
pack: "talent" · intent: "score_candidate"
Domain Pack
Model
Guardrails
score: 87 · fit: "strong"
Schema enforcement · Guardrails · One import

Built-in Guardrails

Input validation and output enforcement run on every call, automatically.

Domain Packs

Vertical knowledge injected at runtime — no fine-tuning required.

Hybrid Retrieval

Semantic and keyword search across your knowledge base, context-compressed.

Agent Orchestration

Multi-step execution, tool routing, retry and fallback — fully automatic.

Persistent Memory

User and session context flows automatically across calls. No extra infrastructure.

Solutions

Purpose-built for the teams doing the work.

LiyaEngine isn't just infrastructure. It's a solutions platform — each domain pack ships with the intelligence, guardrails, and output schemas your team needs to ship production AI today.

Recruiting Teams
6 weeks → 3 days
average time-to-hire

Screen candidates at scale. Hire with confidence.

AI that understands hiring — not just text. Score candidates, generate job descriptions, and evaluate fit with domain-tuned intelligence, every call.

Structured candidate scoring with confidence scores
Resume parsing and skills gap analysis
JD generation from role context and requirements
Culture and seniority fit evaluation
Clinical Teams
70%
reduction in documentation time

From unstructured notes to structured data, instantly.

ICD-10 entities, patient risk flags, and medication interactions — extracted, validated, and returned as clean JSON in milliseconds.

Clinical entity extraction with ICD-10 output
Patient risk stratification and flag detection
Medication interaction and contraindication checks
Note summarization for care continuity
Risk & Lending Teams
85%
fewer fraud false positives

Approve the right customers. Stop fraud automatically.

Credit risk scoring, real-time fraud detection, and transaction classification — validated output with zero model babysitting.

Credit risk assessment with tiered decision output
Real-time fraud detection across transaction streams
Transaction classification for compliance reporting
Regulatory alignment checks built in
Compliance Teams
100%
audit trail coverage

Audit-ready from day one. Zero configuration.

Policy checking, violation detection, and audit trail generation run automatically on every intent call — logged, validated, and fully traceable.

Real-time policy compliance checking
Violation detection and severity flagging
Immutable audit trail generation per call
Multi-regulation summarization and gap analysis
Don't see your industry?
Legal, analytics, and custom domain packs are available on request.
Talk to our team →
Domain Intelligence

Deep vertical knowledge,
out of the box.

View all domains →
TALENT
Talent Intelligence

Candidate scoring, resume parsing, JD generation, and fit evaluation — structured and validated.

score_candidate
parse_resume
generate_jd
evaluate_fit
HEALTHCARE
Healthcare Intelligence

Clinical entity extraction, patient risk assessment, note summarisation with ICD-10 output.

extract_entities
assess_patient_risk
summarize_notes
check_interactions
FINTECH
Fintech Intelligence

Credit risk scoring, fraud detection, transaction classification, and financial report generation.

assess_credit_risk
detect_fraud
classify_transaction
generate_report
COMPLIANCE
Compliance Intelligence

Policy checking, violation flagging, audit trail generation, and regulation summarisation.

check_policy
flag_violation
audit_trail
summarize_regulation
What teams say
“

LiyaEngine cut our AI feature development time from six weeks to three days. The intent API does exactly what it says — we call it, we get structured data back, done.

Marcus T.
CTO · StoryHire

“The built-in domain knowledge for healthcare means we're not prompting from scratch. Clinical entities come back in ICD-10 format, ready to use.”

Dr. Aisha R.
Head of Product · A3 Learning Labs

“Guardrails that actually work. We haven't had a malformed output in production since we switched.”

James O.
Staff Engineer · Peridot Solutions
Developer experience

One intent call. Complete, validated AI output.

Guardrails, retrieval, domain pack injection, and agent orchestration run automatically on every call. Your team ships AI features — not AI infrastructure.

Schema-enforced JSON output
Zero prompt engineering
Auto-retry & fallback
View documentation
score-candidate.ts
const result = await liya.run({
pack: "talent",
intent: "score-candidate",
input: {
resume_id: "cv_7723",
job_id: "jd_4521",
},
});
 
// Guardrails, retrieval, domain pack, agent orchestration
// — all handled by the engine, zero config.
 
// → { score: 0.87, match: "Senior Engineer",
// gaps: ["Go", "K8s"], next: "schedule-interview" }
Performance you can measure

Built for production from day one.

Every metric that matters to engineering, compliance, and leadership — shipped by default.

< 15ms
Median intent latency
p50 across all domain packs
100%
Schema-valid output rate
Enforced on every call
6 packs
Vertical domains supported
Healthcare · Fintech · Talent · more
Zero
Infrastructure to manage
Fully managed, API-first
Structured JSON output, every time
Built-in hallucination filtering
Domain-tuned without fine-tuning
HIPAA & SOC 2 alignment built in
Automatic retry & graceful fallback
Multi-tenant isolation by default
Get started today

The AI infrastructure your team deserves.

Purpose-built for production. Schema-enforced, domain-aware, and enterprise-ready — from your first call.

Request demoTalk to our team