S2 · AI Transformation Consultancy
Not slideware consultancy.
We have shipped and operate production AI systems — our advice carries delivery scars. From AI curiosity to deployed, value-generating systems.
- in the C-suite — CEO, COO, CTO
- 30+ yrs
- client agentic-AI systems delivered
- 5
- organisations advised on technology & AI
- 15+
- Government Centres of Excellence established
- 3
How we engage
Offerings
2–4 weeks
AI Readiness Assessment & Roadmap
Where AI genuinely creates value in your organisation — and a sequenced roadmap to get there.
6–12 weeks
Use-Case Pilot
One high-value use-case taken from idea to a working, measured pilot.
Retainer
Transformation Partner
Ongoing partnership to build, deploy and scale AI systems across the organisation.
3–6 weeks
Secure Internal AI Systems
A private AI environment on your own infrastructure — models, agent framework and a knowledge system over your documents. Nothing leaves your perimeter.
Retainer
Managed Agent Operations
Running, monitoring and improving deployed agents after go-live, so the systems keep earning their place.
Custom
Team Capability Building
Hands-on programmes that leave your team able to build and run AI workflows themselves.
We also provide technology due-diligence and strategic advisory (15+ organisations to date) and GenAI capability building — programmes delivered at IIM Sambalpur and IMI Delhi, including hands-on sessions on the FDP on Agentic AI at IMI Delhi, a national research-methods workshop for 250+ professors and scholars, and AI Agents at Work, our open industry cohort at the India Habitat Centre, New Delhi.
Delivered
Agentic systems running in client businesses
Agents that do work rather than answer questions — across five organisations and five sectors. Some of our clients prefer not to be named; those engagements are described by sector.
Food & beverages
FunkyFlask
Their web, application and e-commerce pipeline rebuilt agent-enabled from the ground up, with agent-monitored payment systems and email services.
In production
Multi-domain investments
Orda Ventures
An agentic AI chatbot.
Delivered
Skill services
A skill-services platform
An agentic AI platform, with autonomous agents for career planning.
In production, partially delivered
FoodTech & retail
A FoodTech & retail business
An agentic AI CRM system.
Delivered
Education
An education institute
Autonomous AI agents for CRM.
Delivered
What we build
Named capabilities
Agentic CRM
Lead capture, qualification, routing and follow-up run by agents rather than by reminders nobody reads.
Business processes as 24×7 agents
A process re-specified as an agent that works continuously — either augmenting a person or running autonomously inside a defined boundary.
AI-native product engineering
Web, application and e-commerce pipelines built agent-enabled from the ground up, rather than retrofitted with an AI button.
Agent-monitored operations
Agents watching transactions, payments and exceptions, escalating what a person actually needs to see.
Knowledge systems over your documents
Questions answered from your own contracts, drawings, policies and records — with citations back to the source.
AI-assisted evaluation & checking
Rubric-driven scoring and checking of documents against explicit criteria, with the reviewer holding the decision.
Built on Hermes and OpenClaw agent tooling, n8n for workflow orchestration, the Model Context Protocol for tool access, and commercial frameworks including LangChain where your stack calls for them.
Operating record
Three years in continuous production
IBITES — an end-to-end AI-enabled examination platform
Designed, built and deployed by AiNGELS at a leading Delhi-NCR B-school — an 18-year-old institution — IBITES covers the full examination lifecycle, and the institution has achieved 100% paperless evaluation.
Why this matters if you are not a school. The sector is incidental. This system runs to a fixed calendar, in front of hundreds of users, where an outage is immediately public and cannot be quietly rolled back the next morning — and it has done so for three years. The disciplines that forced — offline tolerance, permission boundaries enforced in software, a human override at every AI decision point, auditable state — are the ones we bring to every engagement.
- live in production
- 3+ yrs
- students served
- 700+
- tests conducted
- 230+
- student-test hours
- 16,200+
- paperless evaluation
- 100%
Secure exam delivery
A locked-down exam client with proctoring and protected question papers — works offline and syncs on submission.
Faculty workflow
Question-paper entry and a structured moderation workflow, stage-controlled to release.
AI-assisted evaluation
AI-supported marking of subjective answers with rubric-based scoring.
Administration & analytics
A dashboard for live exam monitoring, marks, results and reports.
Roadmap: evolution toward a multi-tenant platform serving multiple institutes, with macOS support. Client references available in qualified conversations.
Assurance
Governance & responsible AI
An agent that acts on your systems is a delegation of authority. We treat it that way — the boundary is designed before the capability.
Permission boundaries, written first
Before an agent is built we specify what it may read, what it may change, and what it must never do unsupervised — enforced in the system, not asserted in a policy document.
Human-in-the-loop by design
Every agent is classified as human-augmenting or autonomous, and every autonomous path has a defined escalation point. Where an agent scores or judges, a person holds the decision.
Auditability
What an agent did, on what input, and on whose behalf is recorded. An AI decision that cannot be reconstructed afterwards cannot be defended afterwards.
Your perimeter, your infrastructure
Where the material is confidential, the whole AI environment runs inside your own network — nothing is sent to an external service. A design decision taken at the start, not a setting toggled later.