We deploy softwarethat gets work done.

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From record to action.

Most enterprise software stores what happened and waits. We build software that carries the work forward and stops only where human judgement matters.

Core software

The applications, platforms, integrations, and data foundations the business runs on.

Intelligence that acts

Agentic systems that carry work across tools, prepare decisions, and move operations forward.

Control where it matters

Routine work runs automatically. Money, contracts, and consequential decisions wait for a person.

Hscale Labs is a frontier engineering company working across the database, the interface, and the intelligence layer. We strengthen existing systems and build products from scratch for organisations of any size.

What we build.

Full-stack engineering for existing systems, new products, and the operational gaps between them.

Software engineering

Web and mobile products, internal platforms, customer portals, integrations, and APIs—built end to end and deployed into your environment.

Agentic systems

Production agents for document work, knowledge retrieval, drafting, routing, and data entry, grounded in your data and permissions.

Revenue systems

Connected lead capture, campaign, calling, quoting, and reporting software shaped around the team that operates it.

AI consulting & audits

A vendor-agnostic plan before a build: discovery, ranked opportunities, architecture, cost, sequencing, and success metrics in two to four weeks.

Find the unlock. Build around it.

Find the constraint.

Every operation has a small number of unlocks. We map the process, data, permissions, cost, and risk, then identify what is genuinely worth building.

  • Process and data map
  • Return and risk model
  • Success criteria

Build the system.

One team covers the database, interface, infrastructure, and intelligence layer. We ship inside your cloud, permissions, data boundaries, and operating environment.

  • Production software
  • Approvals and fallback
  • Secure deployment

Put it to work.

Production is the beginning of the handover, not the end of the project. We test, observe, document, train, and leave your team with the controls and operating knowledge.

  • Evaluation and tracing
  • Runbooks and training
  • Client ownership

One team, whole stack.

Enterprise delivery, open-source AI research, and startup operations in one engineering group. Tools follow the problem, not the other way around.

Product interfaces

React · Next.js · TypeScript · React Native · Tailwind CSS

Services & data

Python · FastAPI · Django · Node.js · Go · PostgreSQL · Redis · Kafka

Agents & retrieval

OpenAI and Claude Agent SDKs · LangGraph · PydanticAI · MCP · LlamaIndex · Qdrant

Models & inference

OpenAI · Anthropic · Gemini · Llama · Mistral · Qwen · vLLM · Ollama

Cloud & delivery

Docker · Kubernetes · Terraform · GitHub Actions · AWS · Azure · GCP · Cloudflare

Quality & control

Langfuse · Ragas · DeepEval · OpenTelemetry · Grafana · Snyk · Presidio · NeMo Guardrails

Bring us the constraint.

If the right software can remove it, we can find it, build it, deploy it, and leave your team in control.

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