AI to Production
Flagship AI initiative to production — fast, governed, measurable
We take your highest-impact AI opportunity from discovery to production-grade deployment — with governance, evaluation, and measurable ROI built in from day one.
What Lirion Does
Your flagship AI initiative — from idea to production
Most AI projects stall between proof-of-concept and production. Unclear ROI, weak governance, and poor delivery mechanics kill momentum.
Lirion de-risks AI adoption end-to-end. We take your highest-impact opportunity through a structured pipeline — discovery, architecture, build, rollout, and measurement — so you get a production-grade workflow with measurable results, not another shelf-ware demo.
What we're not
Discovery
Map your highest-value AI opportunities
Architecture
Design production-grade solutions
Build
Engineer and integrate into your stack
Rollout
Deploy with guardrails and governance
Measurement
Track ROI and compound impact
What would 40% less cycle time mean for your P&L?
Use our ROI calculator to estimate the impact of your first flagship initiative.
Estimate Your ROIROI Calculator
Estimate the impact of your first AI initiative
Adjust the inputs below to see how AI automation impacts your team's throughput, cost, and quality.
Quick scenarios
460hrs
$276K
4months
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This estimate carries into your contact form automatically.
Illustrative estimate; validated during assessment. Actual outcomes depend on data quality, process complexity, and implementation scope.
Curious what AI could do for your team?
See real examples of flagship initiatives across operations, support, sales, and finance.
See Opportunity ExamplesHow We Engage
Three stages. One outcome: measurable impact.
Whether you're exploring or scaling, our engagement model meets you where you are and drives toward production.
Discover & Assess
Opportunity Mapping
We identify, rank, and validate your highest-impact AI opportunities — with business-case clarity, not just technical feasibility.
What you get
- Ranked opportunity map tied to P&L impact
- Business case sketch with ROI projections
- Feasibility signals across data, systems, and team
- Clear go/no-go for flagship initiative
Pilot to Production
Flagship Initiative
We architect, build, and deploy your flagship AI workflow — production-grade from day one, not a prototype that needs rebuilding.
What you get
- Production-grade AI workflow in your stack
- Integrated into existing tools and processes
- Guardrails: security, escalation, and evaluation
- KPI baseline and measurement framework
Retainer
Run / Optimize / Scale
We continuously optimize your AI workflows, expand to new use cases, and compound your returns over time.
What you get
- Monthly KPI readout and impact tracking
- Continuous optimization of live workflows
- Pipeline of next initiatives prioritized by ROI
- KPI compounding quarter-over-quarter
Examples
Flagship initiatives by function
Real impact areas across your organization — each one a production-ready AI workflow, not a prototype.
Support Ops
AI-assisted ticket triage & resolution
Reduce first-response time by 60%, auto-resolve 40% of L1 tickets
60% faster responseKnowledge base auto-enrichment
Auto-generate and update KB articles from resolved tickets
3x KB coverageSales & RevOps
Deal desk automation
Auto-generate proposals, pricing, and approval workflows
70% faster deal cycleLead scoring & enrichment
AI-driven lead prioritization with CRM integration
2x conversion rateFinance Ops
Invoice processing & reconciliation
Automate extraction, matching, and exception handling
85% less manual workExpense policy enforcement
Auto-flag violations and route approvals
95% policy complianceEngineering
Code review acceleration
AI-assisted PR reviews with security and quality checks
50% faster reviewsIncident response automation
Auto-triage alerts, surface runbooks, draft post-mortems
40% less MTTROperations
Document processing pipeline
Extract, classify, and route documents across workflows
90% automation rateProcess compliance monitoring
AI-driven audit of process adherence and exception detection
Real-time visibilityProduction-Grade Delivery
Built for production, not for demos
Every workflow we deliver ships with the governance, security, and observability your enterprise demands.
Secure Access
RBAC & SSO Readiness
Role-based access controls, SSO integration, and data-level permissions — enterprise-ready from day one.
Guardrails
PII, Policy & Escalation
Automated PII detection, policy enforcement, human escalation paths, and content safety controls baked in.
Evaluation
Offline & Online
Systematic offline eval suites before deploy, plus continuous online monitoring for quality drift and regressions.
Observability
Logs, Signals & KPIs
Full trace logging, quality signal dashboards, cost tracking, and business KPI readouts — visibility into every layer.
Integrations
We connect to the systems your teams already use
Our workflows integrate directly into your existing tools — no rip and replace, no parallel systems.
Ready to take AI to production?
Talk to us about mapping your highest-impact opportunities and building your first production-grade AI workflow.
Map Your OpportunitiesGet Started
Let's map your opportunities
Tell us about your team and goals — we'll come back with a point of view on where AI can have the most impact.