Deployment Roadmap · InvarLab

From Scoping to Live Calls in 4 Seamless Steps.

We partner closely with selected businesses to ingest knowledge, configure deterministic guardrails, bridge telephony lines, and validate performance before going live.

Step 01

Discovery & Scoping

Scoping inbound volume, outbound campaigns & workflows.

Step 02

Knowledge Ingestion

Ingests company FAQs, pricing rules, and strict guardrails.

Step 03

Telephony Setup

Connects virtual DID numbers or bridges to existing PBX.

Step 04

QA & Go-Live

Conducts end-to-end call test battery before live volume.

Phase-By-Phase Execution

A structured roadmap built for operational reliability.

Every deployment follows strict engineering milestones to ensure low latency, zero hallucinations, and high customer satisfaction. Scroll to explore each rollout step.

Step 01 · Discovery & Scoping

Conversational Discovery & Workflow Scoping

CONVERSATIONAL BLUEPRINT

We analyze your inbound call volume, outbound outreach campaigns, and the exact customer workflows you want to automate. We define clear success metrics before writing a single line of configuration.

Key Phase Deliverables & Engineering Outputs:
Inbound & outbound caller intent taxonomy & language mapping (English, Hindi, Gujarati)
Multi-turn decision trees (Lead Qualification, Outbound Campaigns, Live Booking)
Peak concurrent channel sizing and low-latency audio stream modeling
Interactive voice prototype for internal stakeholder review
Step 02 · Knowledge Ingestion

Domain Knowledge & Boundary Ingestion

DETERMINISTIC GUARDRAILS

We ingest your business knowledge base, product catalogs, pricing bounds, and operating hours into a dedicated vector retrieval store with deterministic guardrails.

Key Phase Deliverables & Engineering Outputs:
Catalog, FAQs, and business policy knowledge base ingestion
Strict boundary rules: what the AI can say, quote, and commit to
Custom brand voice persona & acoustic speech synthesis tuning
Deterministic human escalation triggers & edge-case fallback logic
Step 03 · Telephony Integration

Telephony Bridging & Integration Plumbing

TELEPHONY & CRM SYNC

We provision virtual phone numbers, configure outbound campaign dialers, connect directly to PBX via SIP trunks, and bridge bi-directional webhooks to your CRM and calendars.

Key Phase Deliverables & Engineering Outputs:
SIP trunking, 24/7 inbound routing & automated outbound campaign dialer setup
Real-time calendar slot availability check & instant booking sync
CRM webhook ingestion (HubSpot, Salesforce, custom PostgreSQL/REST)
Automated post-call SMS & WhatsApp notification dispatch
Step 04 · Validation & Go-Live

Simulated Stress Testing & Monitored Go-Live

PRODUCTION LAUNCH

We subject the AI employee to hundreds of multi-accent conversational scenarios, verify interruption handling, and launch with continuous telemetry monitoring.

Key Phase Deliverables & Engineering Outputs:
Synthetic test battery across Indian English, Hindi, and regional languages
Full-duplex barge-in & caller interruption tolerance verification
Live call rollout with real-time QA inspection & priority team escalation alerts
Real-time analytics dashboard access & structured outcome logging
Engineering Principles

Hardened voice pipelines designed for production.

We build voice agents on low-latency protocols and deterministic rules so your customer experience is never compromised.

Low Latency Audio Stream

Optimized streaming WebRTC pipelines ensure conversational turn-taking feels immediate, natural, and free of awkward robotic silences.

Deterministic Policy Guardrails

Strict boundary logic prevents hallucinations and guarantees the AI only provides verified business facts and authorized pricing.

Instant Human Escalation

When a caller requests a human or an out-of-scope query arises, the AI flags the conversation and dispatches an instant transcript alert to your staff.

Isolated Tenant Governance

All conversation audio, transcripts, and proprietary knowledge remain strictly segregated in dedicated tenant stores.

Real Workflow Example

How a conversation becomes an outcome.

A clear, structured workflow showing what happens from the caller's first sentence to the recorded business result.

CUSTOMERInbound Request

Caller Utterance

"I want to see the property tomorrow morning at 11:00 AM."

AI EMPLOYEENatural Language Processing

Understands Requirement

Decodes intent: Site Visit Booking · Preferred Time: Tomorrow 11:00 AM.

BUSINESS LOGICRules & Availability

Checks System Availability

Queries calendar database, checks slot capacity, and verifies pricing bounds.

ACTIONExecution

Schedules Appointment

Locks the 11:00 AM slot, notifies the property manager, and creates calendar invite.

OUTCOMECompleted

Customer Receives Confirmation

Instant SMS & WhatsApp confirmation sent with location map & agent details.

Deployment Questions

Frequently asked onboarding questions.

Q:How is InvarLab different from generic DIY voice AI platforms?

Generic DIY platforms offer raw developer APIs that require heavy engineering overhead to configure, stitch multiple costly providers, and frequently break or hallucinate on complex business queries. InvarLab delivers a fully configured, turnkey voice employee with deterministic guardrails, native Indian multilingual support, and zero engineering burden on your team.

Q:How does Vani learn our company's pricing, services, and policies?

We ingest your approved documentation, service sheets, and FAQs directly into Vani's dedicated knowledge base. The AI strictly follows deterministic rules and will only answer based on verified data—with zero guesswork or unauthorized pricing commitments.

Q:How much effort is required from our internal team?

Very little. Our engineering team handles knowledge ingestion, workflow configuration, telephony setup, and testing. Your team only needs to provide approved business documents and review the interactive prototype.

Q:What happens if a customer speaks in mixed Hindi and English (Hinglish)?

Our speech architecture natively understands Indian multilingual code-switching. The AI seamlessly comprehends fluid transitions between English, Hindi, Gujarati, Marathi, Tamil, Telugu, and other regional dialects without hesitation.

Q:Can Vani handle both inbound answering and outbound campaigns?

Yes. Vani handles 24/7 inbound customer inquiries, <15s instant speed-to-lead callbacks on form submissions, and automated outbound reminder or qualification campaigns with real-time CRM updates.

Q:How do human escalations work in practice?

If a caller requests a manager, exhibits frustration, or encounters an out-of-scope query, the AI employee flags the conversation, logs the structured outcome, and sends an instant priority alert with the full transcript to your team for immediate follow-up.

4-Phase Deployment Roadmap

A structured rollout built for operational accuracy.

Our engineering team handles knowledge ingestion, prompt architecture, and telephony configuration so your team can focus on closing deals.

Turnkey configuration · Zero engineering required from your team