High-Tech
Unolabs engineers AI superfactory infrastructure for high-tech platforms. We build the high-density data foundations to manage sub-millisecond telemetry, stateful reasoning loops, and massive model operations at global scale.
For hyper-scale software platforms, AI infrastructure providers, and technology operations groups.
Engineering specialised data zones and autonomous processing layers for High-Tech leaders.
Your telemetry bill grows faster than your ARR
Every platform team knows the moment: usage-based billing goes live and finance discovers the metering pipeline drops events under load — and every dropped event is either lost revenue or a customer credit. Meanwhile telemetry unit economics quietly invert, with per-event ingest and storage costs outpacing the margin the features earn, and multi-tenant isolation is enforced in application code instead of the data layer. We engineer metering-grade pipelines where the invoice and the event stream reconcile.
Architectural Bottlenecks Hindering High-Tech Transformation
Product Telemetry Fragmentation: Sub-millisecond telemetry, customer health, and billing meters are disconnected, so usage-based invoices cannot be reconciled against raw events.
Operational Complexity: Teams cannot trace the relationship between product incidents, net revenue retention, and architectural technical debt in a single view.
Model Orchestration Gaps: AI features lack the high-fidelity feature pipelines, governed semantic definitions, and hard multi-tenant isolation required for global-scale model operations.
Relevant patterns from industry work
Each pattern represents a validated technical outcome delivered for global enterprise clients.
Synthetic Data Factory
Built an automated synthetic data generation pipeline for a high-tech hardware leader, providing high-fidelity training sets for AI models without compromising proprietary IP.
Read Technical ProofAutonomous Agent Orchestration
Built a multi-agent framework for a high-tech platform, automating complex data remediation and task splitting through stateful reasoning loops.
Read Technical ProofAI Superfactory Infrastructure
Designed the high-density data platform for an AI supercomputing facility, managing sub-millisecond telemetry and 2026-scale model checkpointing.
Read Technical ProofHigh-Tech Product Intelligence Flow
Telemetry, CRM, support, billing, marketing
Usage events, tickets, subscriptions, campaigns, account records, and product data enter from product and go-to-market systems.
Customer and product data products
Data is unified around account, user, product, feature, contract, issue, and journey entities.
Health, growth, AI features
Features power churn prediction, recommendations, product analytics, support intelligence, and RAG context.
Product, CS, sales, support, AI
Teams receive dashboards, alerts, agents, APIs, and product intelligence workflows.
Expert insights for High-Tech
Enterprise migration and production operating model stories.
Industry Transformation Outcomes
Sub-Millisecond Telemetry Orchestration
Predictive Growth Intelligence
Governed AI Superfactory Foundation
Engineering High-Tech Ecosystems
How our 2026 service catalogue integrates to solve high-growth industry challenges.
Data Engineering & Integration
"Engineer sub-millisecond telemetry pipelines to feed AI product features and autonomous RAG systems."
Data Architecture
"Architect a product-led data mesh to unify telemetry, billing, and support data for autonomous growth engines."
Enterprise Data Platform Engineering
"Build production-grade AI factories to support high-density telemetry and 2026-scale model operations."
Enterprise Decision Intelligence & Operational Analytics
"Shift from usage reporting to predictive retention and growth modelling across your SaaS and platform portfolio."
DevOps & SRE
"Implement MLOps for real-time product features and autonomous agent deployments."
Data Visualisation & BI Dashboards
"Design operational cockpits for real-time product telemetry and user growth narratives."
Start Your High-Tech Modernisation
We'll review your current architecture, identify immediate bottlenecks, and draft a production-grade roadmap for your autonomous transformation.
"Bring one invoice a customer disputed. We'll reconcile it against the raw events."