01 / EXPERTISE
AI agents & conversations
Turn customer conversations into useful action, with the context and controls each workflow needs.
- WhatsApp & voice agents
- Knowledge retrieval & lead qualification
- Context-aware human handoff
AI engineering & software studio
AI that works.
Software that
moves business.
We design and build AI agents, custom platforms, and connected workflows for real business operations. Engineered end to end. Verified before it ships.
Direct founder involvement. From the first conversation to delivery.
THE VERIFICATION LAYERFIG. 01 / SYSTEM VIEW
Workflow traceILLUSTRATIVE
01
Intent received
Send pricing to a new lead02
Policy validation
Consent required before delivery✓
Action verified
Verified lead · policy check passedIntelligence moves things forward.
Verification keeps them on track.
02Systems delivered
and still running
and still running
AI + applications + integrations
One connected engineering discipline
One connected engineering discipline
Built to be trusted.
Designed to keep working.
Designed to keep working.
Capabilities
Intelligence, integrated.
Operations, connected.
From a focused automation to the platform around it, we build software that fits the way your business needs to run.
02 / EXPERTISE
Business software & platforms
Bring the people, information, and decisions behind your operations into a coherent system.
- Custom CRM & partner portals
- Operational dashboards & analytics
- Payments & identity integrations
03 / EXPERTISE
Workflow automation
Connect the steps between an idea and a finished result, with clear rules for what happens next.
- AI content production pipelines
- Multi-step process orchestration
- Validation & exception handling
Selected work / 01—02
Real workflows.
Working systems.
Two delivered systems, both still running. A closer look at the operational problems and the software built to solve them.
VEYRN / SYSTEM 01WORKFLOW SCHEMATIC
Lead operationsSYSTEM VIEW
01
Conversation
02
Qualification
03
Human handoff
DEFINED WORKFLOWCONNECTED OPERATIONS ↗
Illustrative architecture · client data excluded
HOSPITALITY & REAL ESTATEDelivered
A connected engine for lead operations.
An AI-powered CRM connecting customer conversations, lead qualification, partner operations, and sales visibility.
- THE CHALLENGE
- A pre-launch business needed a qualification engine before inventory was ready to sell.
- WHAT WE BUILT
- WhatsApp and voice AI, a partner portal, custom analytics, and a direct purchase flow in one operational platform.
Explore the implementation
Customer conversations
WhatsApp handles brochures, pricing, and common questions. A defined qualification flow keeps the conversation useful, with a human handoff when requested.
Connected operations
Voice follow-ups carry the same qualification context. The partner portal brings together identity verification, referrals, and commission tracking.
Business visibility
A custom dashboard covers lead sources, lead temperature, partner performance, and funnel conversion.
Technology used
WhatsApp Business API · Exotel · Sarvam AI · Claude · PostgreSQL · Redis · Razorpay · Setu/DigiLocker
VEYRN / SYSTEM 02WORKFLOW SCHEMATIC
Content productionSYSTEM VIEW
01
Production brief
02
AI workflow
03
Content output
DEFINED WORKFLOWCONNECTED OPERATIONS ↗
Illustrative architecture · client data excluded
CONTENT OPERATIONSDelivered
From disconnected prompts to a production workflow.
A dedicated AI content-production system built around a client's actual production requirements.
- THE CHALLENGE
- Content work depended on disconnected manual steps and ad-hoc prompting.
- WHAT WE BUILT
- A defined production workflow delivered as a dedicated system, with the first phase built around the client's requirements.
Explore the implementation
Purpose-built workflow
The implementation brings content work into a defined process instead of leaving it spread across individual prompts and manual steps.
Engagement scope
Phase 1 was built and delivered as a custom content-production system. Client-identifying materials and private implementation details are not published.
Client identities and private project materials are kept confidential.
The engineering standard
Quality is part of
the architecture.
A useful AI system needs more than a convincing response. Our approach connects intelligence to explicit rules, observable decisions, and the people responsible for the outcome.
AI proposesSystem validatesAction executes
Workflow-specific evaluation
Test against the tasks the system must complete and the failure cases it needs to handle.
Validation before action
Check the proposed action against explicit policy before it affects a customer or business record.
Human control & traceability
Make escalation paths clear and preserve the context needed to understand a decision.
Delivery approach
A clear path from
complexity to production.
Each stage has a purpose. Scope, acceptance criteria, and handover requirements are agreed around your project.
Understand
Map the workflow, its users, and the points where work gets stuck.
DELIVERABLEWorkflow map & scoped requirements
Build
Develop the application, integrations, and AI around the agreed process.
DELIVERABLEWorking system & connected integrations
Verify
Challenge assumptions, test failure paths, and fix what breaks.
DELIVERABLEEvaluation cases & validation checks
Deliver
Put the verified workflow into use, with the operating boundaries made clear.
DELIVERABLEProduction workflow & engineering handover
The studio
Work directly with
the person building it.
Satyabrata Mohanty Founder & engineer
Veyrn Labs brings product development and AI engineering together under direct founder ownership. Satyabrata has built and delivered the systems featured here, from the initial workflow to the application and integrations behind it.
BugLensAI code review product used by paying customers
30+ articlesTechnical writing on GeeksforGeeks
IIT MadrasStudying data science
Before we begin
Good questions.
Clear answers.
The practical details of working together.
01What kinds of projects are a good fit?
Projects where AI needs to work inside an actual business process: lead qualification, customer conversations, content production, CRM workflows, partner operations, and the custom software connecting them.
02Can you work with our existing tools?
Yes. We start by understanding the existing workflow and the integrations it needs. API access, data quality, and platform constraints are assessed before the implementation scope is agreed.
03How do you approach AI reliability?
The model proposes an action and the system validates it before execution. We use workflow-specific evaluation cases, explicit rules, and human handoff paths to define where automation can act and when it should stop.
04How are cost and timelines determined?
They depend on the workflow, integrations, data readiness, and acceptance criteria. We scope those together before committing to a delivery plan or price. A focused first phase can establish the right direction before a broader build.
05Who will I work with?
You work directly with Satyabrata Mohanty, the founder and engineer responsible for the systems featured here. That keeps technical decisions and project context close to the work.
06Can you share client work?
The public case studies describe the delivered systems without identifying clients or exposing private data. Any additional project material can only be shared with the relevant client's permission.
Get in touch
Let's talk about your project.
System work in progress
Our contact system is currently being updated. For now, contact us directly by sending an email.
hello@veyrnlabs.com