AI-first engineering consultancy

We build AI systems enterprises can actually run in production.

Cloud advisory, AI-driven FinOps, agentic AI, and geospatial intelligence — delivered as runnable systems with the governance and evidence to operate them.

Start a conversation See the work →

Delivered engineering builds: 25+
Core capability areas: 5
Cloud platforms in production use: 3
Industries served: 6+
Engagement entry: 2–4 week sprint

What we do

Cloud Advisory

Design, migrate, govern, and modernize cloud platforms with measurable business guardrails — landing zones, multi-cloud, cost, and architecture.

AI Driven FinOps

Predictive intelligence for cloud spend, unit economics, budget governance, and carbon impact — with executive visibility as a deliverable, not a byproduct.

Agentic AI Solutions

Secure enterprise agents that connect knowledge, workflows, and decisions — the model reasons, deterministic code decides, and every action carries an audit trail.

AI Driven GIS Solutions

Geospatial data, remote sensing, and AI to monitor assets, land, cities, and risk — owned history, a spatial model that matches how decisions are made, field-workflow integration.

Selected work

Real engagements, anonymised by sector. Client names are withheld; the engineering is not. Each write-up states what was built and which figures describe the client’s environment rather than an outcome we claim.

Banking & Payments

Agentic Test Engineering for a Payments Platform

A spec-driven Playwright framework where the test plan, not the test code, is the primary artefact — authored, generated, and healed by purpose-built agents.

Technology & Consulting

Agentic Operations Platform for Autonomous Incident Response

A full platform architecture and a runnable reference implementation that proves the alert-to-root-cause agent loop end to end, with governance built in by construction.

Quality Engineering

Autonomous QA Agent Suite

Three independent, production-shaped agents for the judgement-heavy parts of QA that resisted conventional automation: defect triage, test-failure root cause, and exploratory testing.

Cloud Transformation

Enterprise Multi-Cloud Landing Zone

A governed cloud foundation delivered as executable Terraform — multi-account structure, guardrails, DR, and an observability strategy — with the governance and evidence to run it.

All 5 case studies →

How we work

AI-assisted, not AI-replaced

The model proposes hypotheses and drafts explanations. Deterministic code and people make the consequential decisions, and those actions stay bounded and reversible.

Evidence over assertion

Claims come with citations, append-only audit trails, and measured accuracy, latency, and cost baselines. We state what is shipped and what is still scaffolding.

Governance by construction

Scoped identities, least-privilege access, audit logging, and confidence gates are built in from the first prototype — not bolted on before launch.

Executable over slideware

Deliverables are runnable: Terraform you can apply, agents you can execute, test plans versioned alongside the code.

Field notes

A CXO Guide to Governing Agentic AI

How to move from pilots to production agents with controls for access, evaluation, audit, and cost.

FinOps

Building an AI-Driven FinOps Operating Model

The operating rhythms, metrics, and data foundations that turn cloud cost into a business capability.

GIS

Geospatial AI for Smarter City Operations

Where satellite analytics, digital twins, and field workflows create better public outcomes.

All insights →

Sectors & platforms

Industries

Healthcare · Agriculture · Smart Cities · Government · Manufacturing · Retail · Logistics · Mining · Utilities · Energy · Banking · Insurance · Telecom · Education

Cloud

AWS · Azure · Google Cloud · Oracle Cloud · OpenShift · VMware

OpenAI · Anthropic · Gemini · Llama · Mistral · LangChain · CrewAI · AutoGen · Semantic Kernel · Haystack

GIS

ArcGIS · QGIS · Google Maps · Leaflet · Mapbox · Cesium · GeoServer · PostGIS · GDAL · Drone Mapping

DevOps

Docker · Kubernetes · Terraform · GitHub Actions · Azure DevOps · Jenkins · ArgoCD · Prometheus · Grafana · ELK

Data

Snowflake · Databricks · Apache Spark · Kafka · Airflow · MongoDB · PostgreSQL

Contact

Tell us what you’re building, modernizing, or governing.

A scoped, low-risk entry point — a 2–4 week advisory sprint that produces a scoped architecture, cost model, and roadmap before any build commitment.

EMAIL: hello@aripantech.com
BASED IN: India | Serving enterprise and government customers globally