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Manufacturing & Industrial

Maintenance, quality, parts and supplier intelligence for industrial software, manufacturers and distributors.

Industrial downtime has a precise hourly cost, which makes the business case for prediction unusually easy to write.

How to read these. Each page is a blueprint for something we would build for you, with an illustrative interface mockup, the endpoints it would expose, the data it would need and an honest account of what makes it hard. None of them is a product we already operate.

Blueprints in this category

8 offers

Predictive Maintenance API

Failure probabilities, anomaly scores and maintenance recommendations for industrial equipment, served to your CMMS or plant software.

Industrial software vendors · Equipment manufacturers · Plant maintenance teams

Industrial Parts Matching API

Cross-references equivalent components across manufacturers using part numbers, dimensions and technical specifications.

Industrial distributors · MRO marketplaces · Procurement software

Factory Production Optimisation API

Bottleneck prediction, throughput forecasts and schedule recommendations from the production data a plant already records.

Manufacturing execution system vendors · Plant operations teams · Industrial software platforms

Quality Defect Detection API

Defect classification and inspection scoring from production images and process data, built on your own labelled examples.

Machine vision integrators · Manufacturers · Industrial software vendors

Equipment Resale Valuation API

Used-equipment valuations and depreciation estimates for industrial machinery, served to lenders, dealers and asset managers.

Asset finance lenders · Equipment dealers and auctioneers · Insurers

Industrial Supplier Intelligence API

Capacity, financial distress and disruption signals for the suppliers a manufacturer depends on, delivered as monitoring rather than a one-off report.

Procurement software vendors · Manufacturers · Supply chain platforms

Carbon Reporting Intelligence API

Emissions calculations, supplier-level estimates and audit-ready reporting inputs for manufacturers with disclosure obligations.

Sustainability software vendors · Manufacturers · ERP and procurement platforms

Utility Asset Risk API

Deterioration, weather exposure and failure risk scoring for distributed utility assets, as a planning layer for network operators.

Utility network operators · Asset management software vendors · Engineering consultancies

Other categories

Trading & Capital Markets

Embedded research, scoring and risk intelligence for brokers, trading platforms, prop firms and investment apps.

9 blueprints

Banking, Payments & Credit

Risk, verification, forecasting and reconciliation APIs for banks, payment processors, lenders and finance software.

9 blueprints

Insurance & Claims

Underwriting, pricing, claims automation and fraud intelligence for insurers, brokers and claims administrators.

8 blueprints

E-commerce & Retail

Pricing, catalogue, demand and customer intelligence for retailers, marketplaces and commerce software.

9 blueprints

Real Estate & Property

Valuation, rental, risk and development intelligence for portals, lenders, investors and property software.

8 blueprints

Travel & Hospitality

Pricing, disruption, demand and destination intelligence for booking platforms, hotels and travel management firms.

8 blueprints

Logistics & Supply Chain

Prediction, benchmarking and exception intelligence for carriers, freight platforms, 3PLs and procurement teams.

9 blueprints

Healthcare & Life Sciences

Document, scheduling, capacity and evidence intelligence for health software, providers and life-science firms.

8 blueprints

Sales, Marketing & Ad Tech

Enrichment, intent, scoring and brand intelligence for CRMs, sales platforms, agencies and marketing software.

9 blueprints

Cybersecurity, Identity & Fraud

Exposure, reputation, authenticity and abuse intelligence for security vendors, banks and trust-and-safety teams.

8 blueprints

Energy & Utilities

Price, generation, demand and asset intelligence for utilities, traders, installers and energy software.

7 blueprints

Agriculture & Environment

Yield, disease, water and environmental intelligence for agritech, insurers, lenders and commodity firms.

8 blueprints

Education & Workforce

Skills, salary, matching and progression intelligence for HR software, job platforms and education providers.

8 blueprints

Legal, Compliance & GovTech

Contract, regulatory, tender and screening intelligence for legal software, compliance teams and public-sector suppliers.

8 blueprints

Media, Gaming & Sports

Content, audience, integrity and rights intelligence for streaming platforms, publishers, studios and sports apps.

8 blueprints

Telecom & Communications

Number, routing, quality and conversation intelligence for carriers, CPaaS providers and contact-centre software.

7 blueprints

SaaS, AI & Developer Infrastructure

Extraction, search, monitoring and evaluation APIs that software companies embed and resell to their own customers.

9 blueprints

Something close but not quite right?

These are starting points. Most engagements begin with one of them and change shape once we understand your data and your customers.