Software · AI · IoT engineering

Selected work

Defence AI, sensing,
and the systems in between.

An air-gapped LLM over defence technical archives, multi-sensor track fusion, vision inspection on a production line — alongside the HR, payroll and recruitment systems businesses run on. Client names are withheld where an NDA applies; the numbers are not.

Projects delivered
120+
Sectors
Defence · Manufacturing · Human resources · Professional services · Staffing · Industrial
On-time delivery
98%
  • Air-gapped LLM assistant for a defence organisation — interface Defence In delivery
    AI, ML & Data Science Defence R&D organisation · India

    Air-gapped LLM assistant for a defence organisation

    A retrieval assistant over decades of technical manuals, trial reports and maintenance logs — running entirely on-premises with no egress, and refusing to answer where it cannot cite a source.

    Document lookup down from 40 minutes to under 2

    • 95k+ documents indexed
    • 0 bytes leaving the network
    • 212/218 evaluation set passed
    • Llama 3.1 70B
    • vLLM
    • pgvector
    • FastAPI
    • On-prem GPU
  • Geospatial intelligence & track fusion — interface Defence In delivery
    AI, ML & Data Science Strategic systems programme · India

    Geospatial intelligence & track fusion

    Wide-area imagery and multi-sensor feeds fused into a single moving picture — detection, tracking and replay across EO/IR and SAR sources on one timeline.

    Five sensor feeds reconciled into one track picture

    • 312 simultaneous tracks
    • 820 ms fusion latency
    • 0.31 m ground sample distance
    • PyTorch
    • GDAL
    • Kafka
    • PostGIS
    • CesiumJS
  • Computer vision quality inspection — interface Manufacturing Live since 2025
    IoT & Embedded Precision components maker · India

    Computer vision quality inspection

    Defect detection on a moving line, inferring at the edge rather than in a datacentre — 14 ms a frame on a Jetson, with every rejected part logged and reviewable.

    Escaped defects down 94% against manual inspection

    • 14 ms per frame, on device
    • 18k units inspected a shift
    • 94% fewer escaped defects
    • PyTorch
    • TensorRT
    • Jetson Orin
    • OpenCV
    • MQTT
  • HRM platform for a multi-site employer — interface Human resources Live since 2024
    Web Development Manufacturing group · India

    HRM platform for a multi-site employer

    One system for the whole employee lifecycle — onboarding, records, leave, shifts, appraisals and exit — replacing four disconnected tools and a great deal of email.

    HR admin time down 62% across 9 sites

    • 2,800 employees managed
    • 62% less HR admin time
    • 9 sites on one system
    • React
    • TypeScript
    • Node.js
    • PostgreSQL
    • AWS
  • Employee management suite — interface Professional services In delivery
    Mobile App Development London, United Kingdom

    Employee management suite

    Workforce management for a London consultancy, built mobile-first: offline timesheet capture for field staff, one-tap approval for managers, and right-to-work compliance throughout.

    Timesheet approval cut from 3 days to same-day

    • Same day timesheet approval
    • Offline capture in the field
    • GDPR compliant by design
    • React Native
    • Next.js
    • PostgreSQL
    • Azure
    • Entra ID
  • Recruitment & applicant tracking — interface Staffing In delivery
    Web Development London, United Kingdom

    Recruitment & applicant tracking

    An applicant tracking system for a UK staffing firm — pipelines, semantic candidate matching, interview scheduling and client-facing shortlists, replacing a CRM it had outgrown.

    Time-to-shortlist down from 9 days to 3

    • 3 days to shortlist
    • 12k candidates migrated
    • Semantic match scoring
    • React
    • Node.js
    • Elasticsearch
    • Embeddings
    • AWS
  • Payroll & statutory compliance — interface Human resources Live since 2025
    Web Development Retail chain · India

    Payroll & statutory compliance

    Biometric attendance joined to statutory payroll — PF, ESI, TDS and professional tax calculated, payslips issued and returns filed without a spreadsheet anywhere in the chain.

    Monthly payroll run from 4 days to 40 minutes

    • 40 min monthly payroll run
    • 2,800 payslips issued
    • 100% statutory compliance
    • Python
    • Django
    • PostgreSQL
    • Celery
    • Docker
  • Predictive maintenance across a sensor fleet — interface Industrial Live since 2024
    IoT & Embedded Energy operator · India

    Predictive maintenance across a sensor fleet

    Vibration and thermal telemetry from 180 LoRaWAN nodes, modelled for failure onset — the system names the likely fault and how long there is to act on it.

    Unplanned downtime down 41% in the first year

    • 180 sensor nodes
    • 41% less unplanned downtime
    • 3 yrs battery life per node
    • Python
    • scikit-learn
    • LoRaWAN
    • InfluxDB
    • Grafana

Why some names are missing

A good share of our work sits behind an NDA — internal platforms, pre-launch products, and government-adjacent projects where the client would rather not be a case study. We do not publish a logo or a name without written permission, and we would extend you the same. If you want references, we will arrange a call with a client who has agreed to take one.

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Tell us what is
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