Coreframe Labs

Coreframe Labs Ltd — AI, Architecture & Engineering

We build intelligent systems — and prove it with numbers.

A full software agency for today's stack: AI & machine learning, RAG pipelines, solutions architecture, full-stack development, and performance engineering.

TypeScriptNext.js 15React 19PythonDjango 5PostgreSQLClickHouseDockerAzure

render.grid — 70 cells
query.trace — live
42,000ms

1B-row dataset · PostgreSQL → ClickHouse

0x

faster critical query after ClickHouse migration

0+

data points rendered at 60fps in production

0%

Redis cache hit rate under real load

0%

on-time delivery across a 17-engineer team

What we do

One system, three layers.

Every engagement builds on the same stack: core software at the base, intelligence layered on top, and the data & infrastructure that keeps both fast in production.

01

The Core Software Layer

Full-stack architecture & high-performance web ecosystems

React 19 / Next.js 15 frontends on Django and Node backends, interactive dashboards that hold 60fps under real data volume, and delivery discipline that ships on time.

02

The Intelligence Layer

AI orchestration, agents & workflow automation

LLM features and agentic workflows with evaluation harnesses, intelligent routing, and guardrails — AI that survives production, plus white-label builds shipped under your brand.

03

The Data & Infrastructure Layer

Pipelines, OLAP at scale & containerized deployment

Billion-row ClickHouse platforms with sub-second answers, validated Spark pipelines, multi-tier caching, and Dockerised, cloud-native deployment with monitoring from day one.

Next step

Tell us what you're building — or what's slow.

One email starts it. We reply with something concrete — usually within a business day.

Tech stack

Yes, we cover your tech stack.

React 19Next.js 15TypeScriptJavaScriptTailwind CSSVue.jsNode.jsExpressNestJSPythonDjango 5FastAPIFlaskGraphQLREST APIsWebSocketsPostgreSQLMySQLMongoDB
ClickHouseRedisElasticsearchApache SparkApache KafkaRabbitMQApache AirflowdbtPrismaAzure Data LakePandasEChartsStripeAnthropic ClaudeOpenAI APILLM / RAGAgentic AILangChainHugging Face
PyTorchscikit-learnDockerKubernetesTerraformNginxAzure AKSAzure DevOpsGitHub ActionsAWSVercelRailwayCloudflarePlaywrightPytestGrafanaPrometheusNew Relic

About us

An engineering practice that argues with benchmarks, not slideware.

Coreframe Labs Ltd is a UK-registered software agency led by director Muhammad Umar Bin Ali. We design, build, and fix intelligent systems — AI features, retrieval pipelines, data platforms, and the full-stack products around them — with 5+ years of production experience and a track record of leading 17 engineers to 95% on-time delivery.

Our habit is simple: measure first, decide second, and publish the numbers. When we chose ClickHouse over PostgreSQL, we benchmarked both on the real billion-row dataset and wrote the decision up in public.

UK LtdRegistered company, remote-first, clients worldwide
5+ yearsProduction experience across the full stack
17 engineersLed across backend, frontend, DevOps, and AI/ML
In the openPublic repos, published benchmarks, inspectable work

Industries

Agentic and data systems, where they earn their keep.

Intelligent agents and data platforms that automate real work, learn from feedback, and keep improving — built for the verticals where we've already shipped.

Energy & Industrial IoT

Operational intelligence at sensor scale

Billion-row telemetry, sub-second dashboards, and analytics platforms proven in a head-to-head evaluation against PowerBI for an enterprise energy client.

SaaS & Product Startups

AI-native products that ship and grow

From live SaaS platforms to +25% MAU in three months — full-stack builds with LLM features, measured iteration, and CI/CD discipline from day one.

Fintech & Data-Intensive Analytics

Numbers you can bet the business on

Market analytics platforms, forecasting and anomaly detection, and audit-friendly data pipelines — accuracy and latency treated as product features.

Data infrastructure

Strong AI starts with strong data.

We design the infrastructure layer that keeps models accurate, governed, and dependable in production — because a model is only as good as the pipeline feeding it.

1B+

rows served in production analytics

24/7

monitoring via New Relic & Azure Monitor

94%

cache hit rate under real load

Multi-cloud

Azure, AWS, Vercel & Railway deployments

Unified data pipelines

Siloed systems connected into clean, AI-ready datasets — Spark and Azure Data Lake ingestion with transformation and validation at every stage.

Governance & access

Azure AD, role-based access, and audit-friendly lineage — built for finance, energy, and enterprise workloads from day one.

Real-time intelligence

Streaming pipelines, WebSockets, and multi-tier Redis caching that keep decisions running on what's happening now — not last quarter.

Production monitoring

New Relic and Azure Monitor observability, quality checks, and staged rollouts with automated rollback, so reliability doesn't decay after launch.

Strong AI starts with strong data — we design the layer that makes your models accurate, compliant, and dependable in production.

Explore our services

Proof, not promises

“Selected over PowerBI” — the verdict of an enterprise client's own head-to-head evaluation. We'd rather show you a benchmark than a testimonial.
110x faster queries95% on-time delivery+25% MAU in 3 months−40% QA debugging time