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 ✓
The gap

Every company knows AI matters. Almost none know where to start.

The problem isn't access to AI — it's the absence of a layer that translates AI capabilities into something a real product can call. That's the gap Liya Engine closes.

No clear starting point

Teams spend months debating models, standing up infrastructure, and writing prompts — before shipping a single product feature.

Generic AI gets your domain wrong

General-purpose models hallucinate industry-specific details, return unstructured output, and fail silently in production — eroding trust fast.

Every feature is a one-off

Without a shared platform layer, each AI feature becomes a bespoke system — impossible to audit, hard to maintain, and painful to scale.

With Liya Engine
You call an intent.
We handle the rest.
Domain knowledge, retrieval, guardrails, structured output — pre-assembled per industry, ready to call via a single REST endpoint. No infrastructure to build. No prompt engineering. No bespoke integrations.
Start building
What LiyaEngine powers

Purpose-built solutions. Or bring your own domain.

We've already built domain AI for support, talent, and compliance. If your vertical isn't here, the platform is open — connect your data and ship production AI on the same infrastructure.

Live
Support Intelligence
Resolve tickets faster. Ground every answer in your docs.
Agent assist & triage
QA & audit workflows
Knowledge gap detection
Live
Talent AI
Score candidates against your role. No resume pile.
Automated candidate scoring
Competency inference
Bias detection guardrails
Building
Compliance Intelligence
Map your policies against regulation. Automatically.
Policy gap analysis
Regulatory change alerts
Audit evidence generation
◇
Platform access
Custom Domain AI
Any vertical. Your intent schemas. Your data. Production-grade infrastructure, already built.
Verticals already building
EdTechLegalLogisticsHealthcarePropertyFinance+ yours
Talk to us
What you get out of the box
Define your own intent schemas
Connect your domain data
White-label deployment
Same guardrails, retrieval, and schema enforcement
A3 Learning Labs is live on this infrastructure.
Education domain AI — custom intent schemas, grounded retrieval, production deployed.
See the full solutions lineupExplore the platform →
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.

Platform

Everything your AI needs, assembled for you.

Intent API, domain packs, guardrails, retrieval, and memory — each a production-grade system. Together, a single structured call.

Intent API

One call. The full AI stack.

Guardrails, domain pack, retrieval, and orchestration — composed automatically behind a single structured endpoint.

liya · intent call
const result = await liya.run({
pack: "talent",
intent: "score-candidate",
input: { resume_id, job_id }
});
ENGINE PIPELINE
Guardrails
Domain Pack
Retrieval
Orchestrator
200 OK · 142ms
{ score: 0.87, match: "Senior Eng" }
Domain Packs

Deep vertical knowledge, no fine-tuning.

Six pre-built domains inject expert knowledge at runtime. Healthcare, fintech, talent, compliance — and more.

Talent
DOMAIN PACK
AVAILABLE INTENTS
score_candidate
parse_resume
gen_jd
Guardrails

Policy enforcement on every call.

Pre- and post-generation checks catch hallucinations and enforce output contracts before your users see a thing.

GUARDRAIL CHECK
raw output
The candidate is definitely the best fit and should be hired immediately.
Hybrid Retrieval

Your knowledge, always in context.

Semantic and keyword search, ranked and compressed, injected into every inference call automatically.

score-candidate · context retrieval
Candidate Scoring Policy v2.10.94
Scores above 0.85 qualify for fast-track...
Role Requirements — Senior Eng0.89
Required: 5+ yrs backend, Go preferred...
Compensation Bands 20260.73
Senior Engineer band: $140k–$185k base...
Persistent Memory

Context flows across every call.

Session and user state persists automatically. Chain intents, maintain context — no Redis, no middleware.

SESSION CONTEXT
Session started09:14
user_id: u_4421
score_candidate called09:16
result cached · score: 0.87
Context enriched09:18
+3 docs · 1,240 tokens
schedule_interview09:21
chained from prior intent
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 →
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" }
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
Production-ready

Every metric that matters,
shipped by default.

Latency, reliability, domain coverage, and compliance readiness aren't add-ons. They're the baseline you get on day one — no configuration required.

< 15ms
Median intent latency
p50 across all domain packs
100%
Schema-valid output rate
Enforced on every call
6
Vertical domains
Healthcare · Fintech · Talent · more
Zero
Infrastructure to manage
Fully managed, API-first
Structured JSON output
Schema-validated on every response — no parsing, no surprises.
Hallucination filtering
Post-generation policy checks catch errors before they reach your users.
Domain intelligence
Industry knowledge injected at runtime — no fine-tuning required.
Auto retry & fallback
Failed calls recover automatically within the same request lifecycle.
Multi-tenant isolation
All data scoped per tenant — zero cross-contamination by design.
Built for regulated industries
Architecture designed for healthcare, fintech, and compliance workloads.
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
Get started today

The AI infrastructure your team deserves.

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

Start for freeContact us