Independent AI engineering studio
Mumbai, relocating to Cork
Production intelligence

Built with rigor.
Designed to endure.

We turn consequential AI opportunities into dependable products, workflows, and infrastructure.

Enter the studio
01 / STRATEGY02 / MULTI-AGENT03 / RETRIEVAL04 / GOVERNANCE05 / OPERATIONS
BUILT FOR TEAMS WHERE AI HAS TO WORK
Product leadersOperations teamsInnovation groupsRegulated enterprises
Intelligence in motion
SCROLL / AUTOPLAY
01

Agentic operations

Coordinate specialist agents across complex, accountable workflows.

02

Knowledge systems

Turn fragmented enterprise context into answers teams can verify.

03

AI assurance

Measure behavior continuously before risk reaches production.

04

Decision infrastructure

Embed intelligence where high-value operational choices happen.

CHAPTER 01
Systems, not prototypes

From promising model
to dependable machine.

We engineer the layers that turn AI capability into operational certainty.

Explore capabilities
ORCHESTRATION
POLICY GATE
ILLUSTRATIVE DIAGRAM
OUR DISCIPLINES04 CORE LAYERS
01

Agent orchestration

Multi-agent systems that reason, delegate, recover and finish.

02

Retrieval infrastructure

High-recall knowledge layers engineered around your actual corpus.

03

Policy firewalls

Deterministic boundaries between probabilistic models and production risk.

04

Evaluation systems

Continuous evidence that your system is improving, not quietly drifting.

Explore all services
CHAPTER 02
Selected work

Outcomes built
into the system.

Representative engagements showing how applied AI creates operational leverage when every layer works together.

View selected work
CASE / 01

Evidence-first policy analyst

Faster case preparation, with every answer tied to its source.

Illustrative example, client not named

FINANCIAL OPERATIONS
CASE / 02

Escalation-aware support agents

Fewer manual handoffs, with engineers still in control of escalations.

Illustrative example, client not named

B2B SOFTWARE
CASE / 03

Governed knowledge infrastructure

Faster verified answers from one governed interface.

Illustrative example, client not named

REGULATED SERVICES
CHAPTER 03
Zero handoff

One team.
Every layer.

Strategy, architecture, implementation and operation stay inside one continuous engineering loop.

See the process
01Discover
02Architect
03Implement
04Deploy
05Operate
Enterprise assurance

Designed for the rooms where risk gets discussed.

01

Security by architecture

Identity, permissions, data boundaries, and auditability designed before launch.

02

Evaluation before opinion

Release decisions backed by test suites, traces, and representative workloads.

03

Portable by default

Clear interfaces and documented systems that your team can operate and evolve.

04

Senior accountability

Direct access to the person responsible for architecture and delivery.

Founder / Lead engineer
“AI only matters when it survives contact with the real world.”

Akshay Panchal brings research depth and delivery discipline to every engagement.

  • MSc Data Science
  • McKinsey Forward Fellow
  • Published with Elsevier
Read the dossier
Start a project

Bring us the problem
that won't stay simple.

Contact the studio