Agentic AI Solutions, Built and Deployed.
Voice, document, and intelligence solutions we've shipped as MVPs and pilots — anonymized to protect customers, detailed enough to defend the architecture.
Our Voice Intelligence Platform
Identity-first, schema-validated, and audit-ready by design. Every voicebot we ship inherits this backbone — adapted to the domain but never the principles.
Six anonymized production solutions
Each follows the same architectural principles, configured to the domain. Pilots and MVPs delivered for enterprises and high-growth startups.
Voice Case Intelligence
Replaces scripted IVR with agentic voice. Identity-gated calls, schema-validated CRM and ERP write-back, multi-language support, and a full audit trail on every interaction.
HR Benefits Voice & Chat Assistant
Multilingual voice and chat assistant for benefits, eligibility, and policy queries. Hybrid RAG over policy documents and HR systems with identity-gated personalization.
Open Search Intelligence
Multi-agent research pipeline — research, scrape, extract, score, report. Three operating modes (Light, Deep, Human-Assisted). Every output is citation-linked and auditable.
Document Intelligence Suite
Multi-agent document understanding for invoices, contracts, and compliance documents. Structured extraction, classification, validation, and write-back with citation-linked traceability.
Back Office Process Agents
Autonomous agents for PO-to-invoice reconciliation, resume screening, background verification, and similar document-driven workflows. Schema-validated outputs, exception handling, audit by default.
Financial Services Agentic Platform
Conversational, voice-enabled platform for financial services teams. Multi-agent orchestration over structured data, documents, and policy. Architected for on-prem or controlled deployment where data residency matters.
Why our voicebot stack is different
Most "voicebots" are scripted IVR with a thin LLM wrapper. Ours are agentic by design — every conversation is gated by identity, executed deterministically, and audited end-to-end.
Identity-first conversation gating
Phone OTP and KYC verification happen before any agentic action. No information is disclosed and no system is touched until the caller is verified. Token forwarding ensures every downstream call carries identity context.
Schema-validated tool execution
Every CRM and ERP write goes through schema validation, idempotency keys, contract enforcement, and field-level checks. The agent cannot send malformed or unsafe data into your enterprise systems — by architecture, not by prompt.
Configurable multi-intent framework
Intent and sub-intent routing is policy-driven and explainable. New intents are added without re-architecting the system. Optional multi-tenant support for partners and BPOs at scale.
What every solution inherits
The agentic primitives that compose every solution we ship. These aren't libraries glued together per project — they're the spine of our reference architecture.
Multi-agent orchestration
LangGraph, CrewAI, n8n — picked per solution to match the latency and control profile.
MCP gateway
Federated tool access across enterprise systems. Identity context preserved end-to-end.
Hybrid RAG
Vector plus SQL plus policy FAQs, with structured citations on every answer.
Schema governance
JSON validation, contract enforcement, idempotency keys, field-level rules.
Hybrid LLM + SLM
Cost-tuned routing across frontier models and domain SLMs for accuracy without bill shock.
Audit, observability, SIEM
Full execution trace, replay, and compliance export — wired in from the first commit.
Why teams choose AI1stLab
We ship pilots that survive contact with the real world. The reasons aren't marketing — they're architectural decisions made before line one of code.
Future-proof by architecture
Vendor-agnostic by design. Swap STT and TTS providers, foundation models, or vector databases without rebuilding the application layer. The agentic core doesn't care which model answers the call.
Configurable, not custom
Multi-intent gating, schema validation, and policy enforcement are configuration-driven. New domains and intents are added without re-architecting the platform — weeks instead of quarters.
Built to scale
Horizontal scaling at every tier. Queue-based agent execution and stateless workflows take you from pilot to production without a rewrite. The architecture you start with is the one that ships.
Fast on the model curve
Hybrid LLM and SLM routing with token metering lets you re-tune cost, latency, and accuracy as the model landscape shifts. MVPs typically shipped in four to eight weeks.
Have a use case in mind?
We work in fixed-budget pilots, extended development pods, and managed AaaS engagements. Let's scope yours.