Work we can put a number on.

12 engagements across AI, cloud, industrial systems and digital twins. Each one shows the problem, what we built, a generic reference architecture and the measured outcome.

Client names withheld under NDA · references available under mutual NDA

Cloud, Data & PlatformNDA · AI & analytics SaaS

85% infrastructure cost cut with a hybrid bare-metal platform

High-growth AI and analytics SaaS

Managed databases, vector search and LLM API tokens had grown into a six-figure monthly bill. We moved the heavy paths onto owned infrastructure without giving up the cloud where it earns its keep.

Lower recurring infrastructure spend: 85%Lower recurring infrastructure spend
Query latency, down from 350 ms: <45 msQuery latency, down from 350 ms
Unencrypted network paths: 0Unencrypted network paths

AI & Agentic SystemsNDA · Connected hardware

An AI agent that resolves 62% of support tickets

Hardware and cloud device vendor

Non-engineers needed to triage field faults across a device fleet. We built the telemetry path and a retrieval-grounded agent over internal runbooks and ticket history.

Support tickets auto-resolved: 62%Support tickets auto-resolved
End-to-end answer at p95: <4 sEnd-to-end answer at p95
Languages, English and Hindi: 2Languages, English and Hindi

Industrial IoT & Digital TwinsNDA · Commercial buildings

A live digital twin of a 2,400 TR central chiller plant

Production twin on a private client platform

Three 800 TR water-cooled centrifugal chillers on primary-secondary pumping, modelled from first principles and bound to live plant telemetry so faults show up as physics, not as alarms after the fact.

kW/TR plant efficiency tracked live: 0.58kW/TR plant efficiency tracked live
Chiller COP on the dashboard: 6.06Chiller COP on the dashboard
Cooling-tower approach watched per cell: 2.8 °CCooling-tower approach watched per cell

Industrial IoT & Digital TwinsNDA · Commercial real estate

Every VRF unit in a 10-floor office tower on one live model

Production twin on a private client platform

359 indoor fan-coil units and 20 rooftop outdoor units, read through their gateways and drawn floor by floor so facilities staff can see comfort, faults and efficiency at once.

Indoor units on one live view: 359Indoor units on one live view
Outdoor condensing units modelled: 20Outdoor condensing units modelled
Floors zoned independently: 10Floors zoned independently

Industrial IoT & Digital TwinsNDA · Data centres

Thermal twin of a 50 MW AI factory and its liquid-cooled GPU racks

Production twin on a private client platform

360 racks at 40–100 kW each on direct-to-chip cooling, perimeter air and dry coolers. The twin tracks every loop against healthy physics and prices the energy a fault is costing.

Facility modelled end to end: 50 MWFacility modelled end to end
Racks at 40–100 kW each: 360Racks at 40–100 kW each
Simulated PUE against a 1.12–1.25 target: 1.18Simulated PUE against a 1.12–1.25 target

Cloud, Data & PlatformNDA · Financial services

Zero-trust multi-account landing zone that passed SOC 2 first time

Regulated financial services provider

A monolithic cloud estate with shared credentials and flat networking had an audit date. We rebuilt it as modular, policy-bounded accounts with every change in code.

Type II passed with zero findings on first evaluation: SOC 2Type II passed with zero findings on first evaluation
Infrastructure provisioned from code: 100%Infrastructure provisioned from code
Public IP exposures left: 0Public IP exposures left

Industrial IoT & Digital TwinsNDA · Energy & utilities

SCADA and smart-meter telemetry at 99.999% reliability

Commercial energy and facility operator

Remote meters were dropping packets and accumulator rollovers were corrupting consumption figures. We hardened the edge and made the arithmetic deterministic.

Telemetry reliability: 99.999%Telemetry reliability
Forensic query response: <50 msForensic query response
Rollover calculation errors: 0Rollover calculation errors

AI & Agentic SystemsNDA · Consumer AI

An $80K a month inference bill cut to $22K at the same quality

Consumer AI product

Model spend was growing faster than revenue. An audit of the inference path found the waste; routing, caching and budgets removed it.

Lower monthly inference bill: 73%Lower monthly inference bill
Per month, down from $80K: $22KPer month, down from $80K
Answer quality after the change: SameAnswer quality after the change

Cloud, Data & PlatformNDA · Logistics

From kickoff to paying customers in 14 weeks

Series A logistics SaaS

A greenfield dispatch platform. We owned the architecture, the infrastructure and the first three service surfaces, then hired the team that took it over.

Kickoff to first paying customer: 14 wksKickoff to first paying customer
Uptime from day one: 99.95%Uptime from day one
Engineers hired and onboarded: 3 → 11Engineers hired and onboarded

Cloud, Data & PlatformNDA · Healthcare

SOC 2 Type II and HIPAA readiness in one quarter

Pre-Series-A healthtech

A hospital pilot depended on SOC 2 and HIPAA controls the team did not have. We rewrote the infrastructure as code and built the evidence trail an auditor needs.

To SOC 2 Type II report: 90 daysTo SOC 2 Type II report
Critical findings on first audit: 0Critical findings on first audit
Hospital pilot closed: 1Hospital pilot closed

Industrial IoT & Digital TwinsNDA · Manufacturing

18% lower HVAC energy at an auto-parts plant

Auto-parts manufacturer

Pneumatic controls and untuned loops were wasting energy on two air-handling units and the chiller plant. We modernised the controls and added a plant optimiser.

Lower HVAC kWh in six months: 18%Lower HVAC kWh in six months
Comfort complaints: 0Comfort complaints
To a measured result: 6 moTo a measured result

Cloud, Data & PlatformNDA · Enterprise IT

A 1 TB SQL Server migration to the cloud with zero data loss

Enterprise transformation programme

A mission-critical on-premise SQL Server database had to move to a managed cloud instance without losing a row or overrunning the cutover window.

Migrated to a managed instance: 1 TBMigrated to a managed instance
Rows lost: 0Rows lost
Schema integrity verified: 100%Schema integrity verified

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