Offers
148 API products we could build for you
Each one is a blueprint: what the platform would look like, what the API would return, where the data would come from, and what makes it hard. Pick the one closest to your business and we will scope it properly.
The pattern behind every page here is the same. You build a specialised data, scoring, prediction or automation service, expose it through an API, and sell access to companies that already own the customer relationship — a broker with thousands of traders, a retail platform with hundreds of merchants, a SaaS vendor with an installed base.
That is a better position than selling to end users one at a time. One integration reaches an entire downstream book, the revenue recurs, and the thing you are selling gets harder to replace the longer it runs inside someone else's product.
What follows is a catalogue of that pattern applied across 18 industries. None of these is a product MLPivot operates. They are builds we would carry out for you, and every page is written to let you judge the engineering honestly — including the parts that are difficult, the data that has to be licensed, and the cases where the answer is that it will not work.
Three ways these make money
Embedded intelligence — analysis that makes someone else's product more valuable: scores, forecasts, recommendations.
Proprietary data — collecting, cleaning and normalising information others need but will not gather themselves.
Embedded automation — a capability another vendor adds to their software: extraction, matching, screening.
Trading & Capital Markets
9 blueprintsEmbedded research, scoring and risk intelligence for brokers, trading platforms, prop firms and investment apps.
Forex Technical Analysis API
Chart patterns, support and resistance levels and trade setups, delivered as a white-label research module for your trading platform.
Economic Event Intelligence API
An economic calendar with impact scoring, surprise measurement and the historical reaction of each instrument to each release.
Market Sentiment & Positioning API
Aggregated sentiment and positioning estimates by instrument, delivered as a feed your platform can display or trade against.
Trading Journal Analytics API
Behavioural analysis of closed trades that tells a trader what is actually costing them money, as a retention feature inside your platform.
Portfolio Risk Analytics API
Stress tests, factor exposure and concentration analysis returned as an API your wealth or brokerage platform can display.
Stock Fundamental Research API
Financial health scores, valuation ratios and plain-language earnings summaries for equities, as a research layer inside your investing app.
Dividend Intelligence API
Forecast dividend payments, key dates and sustainability indicators for income-focused investing products.
Crypto Market Stress API
Liquidity stress, volatility regime and concentration scoring for digital assets, as a risk layer for exchanges and wallets.
Crypto Wallet Risk Scoring API
Risk scoring for blockchain addresses from public chain data and sanctions sources, for exchanges and payment firms with compliance obligations.
Banking, Payments & Credit
9 blueprintsRisk, verification, forecasting and reconciliation APIs for banks, payment processors, lenders and finance software.
Transaction Fraud Scoring API
Real-time risk scores for payments and account events, with explanations your analysts and your customers can both understand.
Business Verification API
Company registry data, officer and ownership checks and entity resolution, returned as one call your onboarding flow can make.
Bank Account Verification API
Confirm that a bank account exists, is open and belongs to the person or business claiming it, before you send money to it.
Payment Success Optimisation API
Routing recommendations, issuer performance measurement and decline analysis, so more of your legitimate payments actually complete.
Chargeback Prediction API
Dispute risk scores at authorisation and afterwards, so a chargeback can be prevented rather than fought six weeks later.
Cash Flow Forecasting API
Runway, liquidity and scenario forecasts from transaction and ledger data, embedded in accounting and SME banking products.
Invoice Payment Prediction API
Expected payment date and late-payment risk per invoice, for the B2B platforms whose customers are waiting to be paid.
Credit Risk Scoring API
Probability-of-default modelling on permitted data, built to be explained, documented and defended to a regulator.
AML Screening API
Sanctions, PEP and adverse media screening with entity resolution and relationship analysis, built so every hit can be explained.
Insurance & Claims
8 blueprintsUnderwriting, pricing, claims automation and fraud intelligence for insurers, brokers and claims administrators.
Vehicle Damage Estimation API
Damage detection, parts identification and a repair cost range from claim photographs, for motor insurers and claims administrators.
Property Risk Scoring API
Flood, wildfire, storm and subsidence exposure scored at individual address level, for property underwriting and portfolio management.
Insurance Fraud Detection API
Claim scoring, duplicate evidence detection and network analysis, so organised claim fraud is visible before payment rather than after.
Claims Document Extraction API
Structured fields pulled from invoices, medical bills, repair estimates and policy documents, with a confidence value on every field.
Medical Claims Anomaly Detection API
Billing outliers, duplicate submissions and unusual service patterns surfaced across health claims, scoped firmly to billing rather than clinical judgement.
Travel Risk Intelligence API
Destination disruption, weather and security intelligence scored per trip, for travel insurers and corporate travel programmes.
Cyber Insurance Risk API
External attack surface measurement and security posture scoring from authorised, non-intrusive observation, for cyber underwriting and portfolio monitoring.
Vehicle History Intelligence API
Accident, ownership, mileage and write-off history assembled from lawfully licensed sources, for insurers and vehicle marketplaces.
E-commerce & Retail
9 blueprintsPricing, catalogue, demand and customer intelligence for retailers, marketplaces and commerce software.
Competitor Price Monitoring API
Competitor prices, discounts and stock status for your catalogue, delivered as a change feed your pricing tools can act on.
Product Matching API
Decide whether two listings are the same product despite different titles, SKUs and images, with a confidence score and the evidence behind it.
Demand Forecasting API
SKU-level demand forecasts by location and period, with prediction intervals your replenishment and planning tools can order against.
Product Recommendation API
Personalised product rankings and complementary-item suggestions, served as an API your storefront or platform can call on every page.
Review Sentiment API
Topic-level sentiment, complaint trends and product quality signals extracted from reviews and support text, as an API your merchandising tools can query.
Return Probability API
Predicted return likelihood and probable reason for an order line, scored before dispatch so you can intervene while it still matters.
Counterfeit Listing Detection API
Risk scoring for marketplace listings using image similarity, price anomalies and brand-misuse signals, built for trust-and-safety review queues.
Product Content Enrichment API
Standardised attributes, category assignment and completion of missing product fields, returned as structured data your catalogue can ingest.
Promotion Optimisation API
Measured promotion effectiveness and margin-aware discount recommendations, so a promotional calendar is built on what actually worked.
Real Estate & Property
8 blueprintsValuation, rental, risk and development intelligence for portals, lenders, investors and property software.
Automated Property Valuation API
Estimated property values with confidence ranges and the comparable sales behind them, as a valuation endpoint your portal or lending flow can call.
Rental Price Intelligence API
Expected rent for a property, neighbourhood comparisons and rental trend series, as an API letting agents and investors can call per address.
Property Investment Scoring API
Yield, vacancy risk, expense estimates and appreciation scenarios for a property or a portfolio, returned as a scored investment assessment.
Construction Cost Estimation API
Material, labour and whole-project cost estimates with regional adjustment and a stated uncertainty range, for early-stage feasibility and pricing.
Planning and Zoning Intelligence API
Zoning constraints, permitted uses and extracted planning conditions for a site, returned as structured data instead of a folder of PDFs.
Building Energy Scoring API
Modelled energy efficiency, retrofit opportunities with indicative costs, and benchmarks against comparable stock, as an API for lenders and asset managers.
Property Hazard Intelligence API
Flood, heat, wildfire and subsidence exposure for a location, scored at address level with the underlying hazard data and its limits made visible.
Listing Quality API
Duplicate detection, missing-detail scoring and suspicious-price flags for property listings, as a quality layer behind a portal or agency feed.
Travel & Hospitality
8 blueprintsPricing, disruption, demand and destination intelligence for booking platforms, hotels and travel management firms.
Hotel Price Intelligence API
Comparative hotel rates, availability movement and rate-change alerts, delivered as a data layer inside your booking or revenue product.
Flight Disruption Intelligence API
Delay risk and cancellation signals per flight, with push alerts, for booking platforms and travel management software.
Travel Itinerary Generation API
Generates day-by-day itineraries from traveller preferences, with sequenced routing and real opening hours, for booking and planning products.
Destination Intelligence API
Seasonality, traveller-interest signals, event calendars and comparable destination scores, as a data layer for travel products and marketing teams.
Hotel Revenue Optimisation API
Occupancy forecasts, recommended rates and demand signals per property and date, as the pricing engine inside hospitality software.
Restaurant Demand Forecasting API
Expected covers by service and hour, busy-period prediction and per-booking cancellation likelihood, for reservation and hospitality software.
Travel Review Intelligence API
Topic-level sentiment, service issue detection and satisfaction movement from guest reviews, as an analytics layer for hospitality and travel software.
Accessibility Information API
Verified accessibility features for hotels, attractions and routes, with the verification method attached to every claim.
Logistics & Supply Chain
9 blueprintsPrediction, benchmarking and exception intelligence for carriers, freight platforms, 3PLs and procurement teams.
Delivery Time Prediction API
Estimated delivery windows and delay probabilities per shipment, as the promise engine behind a commerce or carrier product.
Route Risk Intelligence API
Disruption, weather exposure, security and delay indicators along a planned route, for transport planning and freight software.
Freight Rate Benchmarking API
Market rate estimates and historical lane pricing, so shippers and forwarders can tell a fair quote from an expensive one.
Supplier Reliability Scoring API
Punctuality, quality incident and disruption risk scoring per supplier, for procurement and supply chain software.
Shipment Exception Prediction API
Early warnings for shipments heading towards delay, loss or a missed handoff, as the exception engine inside logistics software.
Fleet Maintenance Prediction API
Component failure risk, maintenance recommendations and expected downtime per vehicle, for fleet and telematics software.
Inventory Replenishment API
Reorder quantities, stockout risk and lead-time-aware replenishment planning, as the planning engine inside commerce or ERP software.
Customs Document Intelligence API
Field extraction, missing-data detection and tariff classification assistance for customs paperwork, inside forwarding and trade software.
Carbon Emissions Calculation API
Shipment and route emissions figures with the method and data quality attached, for logistics and reporting software.
Healthcare & Life Sciences
8 blueprintsDocument, scheduling, capacity and evidence intelligence for health software, providers and life-science firms.
Medical Document Extraction API
Structured fields pulled from clinical notes, lab reports and referral letters, returned with per-field confidence for review.
Appointment No-Show Prediction API
Cancellation and no-show probabilities per appointment, built to add capacity through reminders and overbooking rather than to ration care.
Healthcare Billing Validation API
Pre-submission checks on coding consistency, missing documentation and billing anomalies, returned as review items for a human biller.
Clinical Trial Matching API
Candidate shortlists matching patient records against study protocol criteria, with every criterion shown as met, unmet or undetermined.
Medical Literature Intelligence API
Search, evidence summaries and citation-linked findings across the published literature, embedded in tools clinicians and researchers already use.
Hospital Capacity Forecasting API
Forecasts of bed occupancy, staffing requirement and service demand by unit, with prediction intervals rather than point numbers.
Provider Directory Intelligence API
Clinician and facility directory data with specialties, locations, accepted coverage and a measured accuracy score per record.
Pharmaceutical Supply Risk API
Shortage signals, supplier concentration risk and disruption indicators for the medicines and consumables a formulary depends on.
Sales, Marketing & Ad Tech
9 blueprintsEnrichment, intent, scoring and brand intelligence for CRMs, sales platforms, agencies and marketing software.
Company Enrichment API
Industry, size, locations, technology and firmographic attributes resolved from a domain or company name, with change detection.
Buying Intent Intelligence API
Account-level signals that a company may be researching a category, with each signal's strength and basis stated rather than blended into a score.
Lead Scoring API
Calibrated conversion probabilities and prioritisation for leads and opportunities, trained on your own outcomes rather than a generic model.
SEO Ranking Intelligence API
Search positions, ranking movement and location-specific results tracked per keyword and competitor, as a data layer inside your marketing tool.
AI Answer Visibility API
Measurement of how a brand appears across AI-generated answer surfaces for a tracked query set, reported as sampling with its limits stated.
Brand Reputation Monitoring API
Mentions, sentiment, emerging complaint themes and topic trends across permitted public sources, aggregated rather than person-level.
Advertising Creative Intelligence API
Competitor creative tracking, messaging theme extraction and ad activity measurement from publicly available advertising transparency sources.
Email Deliverability Intelligence API
Domain authentication checks, sender reputation signals and delivery diagnostics for the sending domains your platform's customers use.
Customer Segmentation API
Behavioural segments, propensity scores and audience classification computed from first-party customer data inside your own environment.
Cybersecurity, Identity & Fraud
8 blueprintsExposure, reputation, authenticity and abuse intelligence for security vendors, banks and trust-and-safety teams.
IP Reputation Intelligence API
Proxy, hosting, bot and abuse indicators for any IP address, served as a lookup your product can call on every request.
Phishing URL Detection API
Risk scores and threat classification for any URL or domain, as a check your email gateway, browser or messaging product can run inline.
Domain Security Monitoring API
Continuous passive monitoring of DNS configuration, certificate expiry and externally visible services for domains you are authorised to watch.
Vulnerability Prioritisation API
Ranks known vulnerabilities by what they actually mean for a specific estate, combining exploitability, exposure and asset importance.
Synthetic Identity Detection API
Flags applications where the identity elements do not cohere, using relationship and consistency signals rather than a single identity check.
Account Takeover Detection API
Detects compromised sessions from login, device, session and in-account behaviour, and returns a step-up decision rather than a bare score.
Brand Impersonation Detection API
Finds lookalike domains, fake social accounts and copied web properties using a brand's own name, marks and assets.
Third-Party Vendor Risk API
Externally observable security posture, incident history and exposure signals for the vendors in a company's supply chain.
Manufacturing & Industrial
8 blueprintsMaintenance, quality, parts and supplier intelligence for industrial software, manufacturers and distributors.
Predictive Maintenance API
Failure probabilities, anomaly scores and maintenance recommendations for industrial equipment, served to your CMMS or plant software.
Industrial Parts Matching API
Cross-references equivalent components across manufacturers using part numbers, dimensions and technical specifications.
Factory Production Optimisation API
Bottleneck prediction, throughput forecasts and schedule recommendations from the production data a plant already records.
Quality Defect Detection API
Defect classification and inspection scoring from production images and process data, built on your own labelled examples.
Equipment Resale Valuation API
Used-equipment valuations and depreciation estimates for industrial machinery, served to lenders, dealers and asset managers.
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.
Carbon Reporting Intelligence API
Emissions calculations, supplier-level estimates and audit-ready reporting inputs for manufacturers with disclosure obligations.
Utility Asset Risk API
Deterioration, weather exposure and failure risk scoring for distributed utility assets, as a planning layer for network operators.
Energy & Utilities
7 blueprintsPrice, generation, demand and asset intelligence for utilities, traders, installers and energy software.
Electricity Price Forecasting API
Wholesale electricity price forecasts and spike alerts by market and delivery hour, embedded in energy trading and retail software.
Solar Production Forecast API
Generation forecasts for solar assets with uncertainty bands and performance anomaly detection, embedded in monitoring and asset management platforms.
Renewable Generation Forecast API
Wind and hydro output forecasts at asset, zone and system level for grid operations, nomination and trading desks.
Energy Demand Forecasting API
Electricity and gas load forecasts by region, network segment and customer group, for utilities, retailers and network planners.
Weather-Based Demand API
Forecasts of weather-driven demand for retail, hospitality and heating or cooling services, delivered as a planning layer inside operational software.
Grid Congestion Intelligence API
Network constraint forecasts, curtailment risk and locational signals for developers, traders and flexibility operators.
Energy Price Risk API
Volatility, spike probability and supply-demand imbalance scoring for industrial energy buyers and the software that serves them.
Agriculture & Environment
8 blueprintsYield, disease, water and environmental intelligence for agritech, insurers, lenders and commodity firms.
Crop Yield Forecasting API
Expected yield by crop, location and season, with honest uncertainty, for agritech platforms, insurers, lenders and grain buyers.
Crop Disease Risk API
Weather-driven disease and pest risk scoring with outbreak alerts and scouting recommendations, for agronomy and input platforms.
Satellite Crop Monitoring API
Vegetation indices, crop stress detection and field change monitoring from satellite imagery, as a data layer for agritech and insurance software.
Soil Suitability Scoring API
Soil properties, crop suitability scores and land productivity estimates for land valuation, lending and agronomic planning.
Agricultural Commodity Intelligence API
Price trends, production estimates and supply-demand indicators for grain, oilseed and soft commodity markets, embedded in trading and procurement software.
Food Spoilage Prediction API
Shelf-life estimates, temperature excursion risk and spoilage warnings for perishable supply chains, embedded in logistics and retail software.
Water Availability Intelligence API
Drought risk, water stress and availability indicators by location, for agriculture, lending, insurance and industrial siting.
Environmental Compliance Monitoring API
Emissions aggregation, permit tracking and threshold alerts that give compliance teams one view of their obligations and their headroom.
Education & Workforce
8 blueprintsSkills, salary, matching and progression intelligence for HR software, job platforms and education providers.
Skills Assessment API
Standardised skill tests, scoring and gap analysis delivered as an API your HR or learning platform embeds under its own brand.
Job Market Intelligence API
Structured labour-market signal — salary ranges, skill demand and hiring trends — as a data layer inside your HR, recruitment or education product.
Candidate-Job Matching API
Skill-based matching between candidates and vacancies, with a written explanation for every match and a human decision-maker kept in the loop.
Salary Benchmarking API
Role, level and region specific pay ranges with stated provenance, as a compensation layer inside HR, payroll or recruitment software.
Employee Attrition Forecasting API
Team and cohort level turnover forecasting and retention-driver analysis for HR software — aggregate by design, never a per-person flight-risk score.
Student Success Analytics API
Engagement patterns, completion risk and learning progress returned as an API that routes support to students who need it.
Credential Verification API
Verification of education and professional qualifications through authorised issuers and registers, returned as a single call with a documented evidence trail.
Workforce Planning Forecast API
Forecasts of future role demand, internal capacity and external skills supply, as a planning layer inside HR, ERP or public-sector workforce software.
Legal, Compliance & GovTech
8 blueprintsContract, regulatory, tender and screening intelligence for legal software, compliance teams and public-sector suppliers.
Contract Intelligence API
Clause extraction, obligation tracking and renewal alerting across a contract portfolio, as an API your legal or procurement software embeds.
Regulatory Change Monitoring API
Monitoring of regulatory and legislative change, mapped to the functions it affects, delivered as an alert feed inside compliance software.
Litigation Intelligence API
Case search, filing summaries and trend analysis over court records, as a research layer inside legal software or an insurer's claims system.
Corporate Ownership Intelligence API
Ownership graphs, officer relationships and registry records resolved across jurisdictions, as an API for compliance, onboarding and diligence tools.
Public Tender Matching API
Public tender discovery, eligibility matching against a supplier profile and deadline alerting, as a bid-intelligence layer inside procurement software.
Trade Compliance Screening API
Restricted-party screening and product classification assistance for export and trade workflows, with legal responsibility staying with the filer.
Permit and Licence Intelligence API
Permit and licence requirements, application status and renewal alerting across jurisdictions, as an API for operations and compliance software.
Document Authenticity API
Tampering indicators, internal inconsistencies and validation signals for submitted documents — evidence for a human reviewer, not a verdict.
Media, Gaming & Sports
8 blueprintsContent, audience, integrity and rights intelligence for streaming platforms, publishers, studios and sports apps.
Content Recommendation API
Personalised rankings, related-item lists and discovery rows for streaming services and publishers, delivered as an API your product calls.
Audience Intelligence API
Interest profiles, consumption trends and segment analysis computed from your own audience data and returned as an API your product teams can query.
Copyright Similarity Detection API
Similarity matching across audio, video, text and images that returns evidence for a human reviewer rather than an automated infringement verdict.
Video Metadata Intelligence API
Scene detection, subtitles, topics, chapters and summaries generated from video files, returned as structured metadata your catalogue can store.
Game Matchmaking API
Player skill estimation, team balancing and match quality prediction returned as an API your game server calls before forming a lobby.
Game Fraud and Bot Detection API
Bot, cheat and account-abuse indicators derived from gameplay telemetry, returned with the evidence a moderator needs to make the call.
Sports Event Intelligence API
Live scores, statistics, schedules and contextual summaries assembled into one API your sports app or media product can call.
Ticket Price Intelligence API
Event price comparison, resale trend tracking and availability signals for ticketing marketplaces and event discovery products.
Telecom & Communications
7 blueprintsNumber, routing, quality and conversation intelligence for carriers, CPaaS providers and contact-centre software.
Phone Number Intelligence API
Validity, line type, carrier and permitted portability data for phone numbers, returned as a lookup your signup and messaging flows can call.
SMS Delivery Optimisation API
Route quality analytics, delivery prediction and fallback recommendations for platforms sending high volumes of messaging traffic.
Network Quality Intelligence API
Coverage estimates, outage signals and connection quality measures assembled from permitted measurement data and returned as an API.
Call Fraud Detection API
Suspicious calling pattern detection and abuse signals for carriers, CPaaS providers and platforms exposed to telephony fraud.
Contact Centre Speech Analytics API
Transcription, topic detection, quality scoring and compliance flagging for recorded or live contact centre calls.
Support Automation Intelligence API
Ticket classification, response suggestions and escalation prediction for support platforms handling high ticket volumes.
SIM Swap Risk API
Authorised network-derived indicators of recent SIM or device changes, for platforms using a phone number as an authentication factor.
SaaS, AI & Developer Infrastructure
9 blueprintsExtraction, search, monitoring and evaluation APIs that software companies embed and resell to their own customers.
Document Extraction API
Structured fields pulled from PDFs, scans and forms, built as the extraction layer your ERP, CRM or accounting product embeds.
Enterprise Search API
Search across a customer's connected documents and structured records, built as the search layer inside your own product.
Website Change Monitoring API
Alerts when pages your customers are permitted to monitor change — prices, terms, policies, stock or staff listings — as a feature inside your product.
Web Research API
Structured research answers with source references and freshness metadata, built as the retrieval layer behind your AI agent platform.
Data Quality and Deduplication API
Duplicate detection, record matching, normalisation and validation, built as the data hygiene layer inside your CRM, ERP or marketing platform.
Translation and Localisation API
Industry-specific translation with managed terminology and localisation checks, built as the multilingual layer inside your product.
AI Evaluation API
Accuracy tests, hallucination checks, regression suites and benchmark runs, built as the evaluation layer inside your AI product.
Content Moderation API
Policy classification and harmful-content signals for user-generated content, built as the moderation layer inside your platform.
API Observability Intelligence API
Anomaly detection, latency trend analysis, error clustering and incident forecasting for API traffic, embedded in your developer platform.
None of these exactly? That is usual.
Most projects start as one of these and change shape once we understand your data, your customers and what you already have running.