
Mobile · iPadMobility / Marketplace

Mobile · iPadMobility / Marketplace
Web appSaaS / Operations
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We help companies design, build, and deploy AI solutions—from intelligent agents to full-scale automation—that cut costs, save hours, and unlock growth you can measure.
From AI strategy to custom-built agents, RAG systems, and enterprise automation—Debugged Pro turns “we should use AI” into a working product.
Chapter 01 — The shift
The companies winning now are not collecting more tools—they are rewriting how work gets done with agents, knowledge systems, and automation that ships.
Before
Teams copy data between tools, re-answer the same questions, and lose days to triage.
After
Grounded agents draft, route, and automate—while humans keep the decisions that matter.
Outcome
Fewer hours per ticket, faster intake, and AI that shows up in the P&L—not just a slide.
The story we tell with every build
Signal
Find the workflows where AI removes hours without removing judgment.
Grounding
Connect models to your docs, tickets, ERP, and product data—so answers stay true.
Agency
Build agents that act inside tools your teams already use, with human-in-the-loop control.
Automation
Turn repetitive ops into reliable pipelines that scale with demand, not headcount.
Compounding
Instrument, learn, and improve—so every release makes the system smarter.
Chapter 02 — What we build
From copilots to RAG to workflow agents—we design AI that your teams trust, your systems can run, and your customers can feel.
Task-oriented agents that draft, triage, route, and execute inside your product and ops tools.
RAG over docs, tickets, and policies—so answers are grounded, cited, and safe for the business.
Human-in-the-loop automations that remove swivel-chair work without losing accountability.
Support and sales assistants that speak with your brand voice and live product data.
AI system metaphor
Core · agents · retrieval
Chapter 03 — How we ship
A clear path: discover leverage, design the human–AI loop, engineer for reliability, then launch and measure.
01
Map the leverage.
Workshops to find high-ROI AI opportunities, data readiness, risk, and the first workflow worth automating.
02
Shape the human–AI loop.
Experience design for copilots and agents—confidence, escalation, audit trails, and interfaces people trust.
03
Engineer for production.
RAG pipelines, tool-using agents, evals, observability, and secure deployment on your stack.
04
Measure. Learn. Scale.
Ship, watch real usage, tighten prompts and retrieval, then expand to the next workflow.
01
Map the leverage.
Workshops to find high-ROI AI opportunities, data readiness, risk, and the first workflow worth automating.
02
Shape the human–AI loop.
Experience design for copilots and agents—confidence, escalation, audit trails, and interfaces people trust.
03
Engineer for production.
RAG pipelines, tool-using agents, evals, observability, and secure deployment on your stack.
04
Measure. Learn. Scale.
Ship, watch real usage, tighten prompts and retrieval, then expand to the next workflow.
01
Map the leverage.
Workshops to find high-ROI AI opportunities, data readiness, risk, and the first workflow worth automating.
02
Shape the human–AI loop.
Experience design for copilots and agents—confidence, escalation, audit trails, and interfaces people trust.
03
Engineer for production.
RAG pipelines, tool-using agents, evals, observability, and secure deployment on your stack.
04
Measure. Learn. Scale.
Ship, watch real usage, tighten prompts and retrieval, then expand to the next workflow.
01
Map the leverage.
Workshops to find high-ROI AI opportunities, data readiness, risk, and the first workflow worth automating.
02
Shape the human–AI loop.
Experience design for copilots and agents—confidence, escalation, audit trails, and interfaces people trust.
03
Engineer for production.
RAG pipelines, tool-using agents, evals, observability, and secure deployment on your stack.
04
Measure. Learn. Scale.
Ship, watch real usage, tighten prompts and retrieval, then expand to the next workflow.
Chapter 04 — Proof
Production systems where product craft meets AI leverage—scroll to move through the proof.
01 / 04
Live engagement
Mobility / Marketplace
A multi-sided vehicle rental marketplace engineered for discovery, booking reliability, and operational control across web and mobile.
AI signal
Realtime booking · Payments
Scroll through engagements where strategy, AI, and product craft meet—marketplaces, CRM platforms, and growth systems in production.
Mobility / Marketplace
A multi-sided vehicle rental marketplace engineered for discovery, booking reliability, and operational control across web and mobile.


Case 01
Hire N Ride
Realtime booking · Payments · Ops dashboard
E-commerce / Lifestyle
A high-conversion commerce experience pairing editorial merchandising with performant catalog browsing and secure checkout flows.


Case 02
The India Decor
Catalog UX · SEO · Conversion
SaaS / Operations
A CRM platform built for denser workflows—clean information architecture, role-aware views, and automation-ready data models.

Case 03
Enrich CRM
Pipelines · Automation · Reporting
Automotive / AI
A voice-first vehicle discovery experience where natural-language queries in Hindi or English surface the right inventory in seconds across phone and tablet.


Case 04
Explicit Cars
Voice search · NLP intent · Inventory match
Explore the constellation. Click a node for how we apply it in production systems.
Client proof
My experience collaborating with Sheshank and his team was nothing short of exceptional. Their expertise in Microsoft Azure was evident from the outset, and their commitment to clear communication made the entire process seamless.

Michael Swigunski
CEO/Sometics
01 / 08






Global delivery
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● India hub · ● Client locations
Next chapter
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