WebRobot

Solutions

One platform, three kinds of work

The work of a data and AI team — at a fraction of the cost. WebRobot turns every source into data and agents: your systems and documents, sensors and IoT, satellites and drones, and the web. A complete data platform, a runtime for AI agents of any kind and a trading backend — all deployable in your own cloud.

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Data & ETL

From databases, documents, sensors, satellites, drones, APIs and the web; transformed at scale; loaded where you need it.

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AI agents

Agents and agent teams for any process: back office, sales, research, compliance, operations.

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Trading backend

NautilusTrader for backtest and live execution, with agent-driven signals and guardrails.

🔄 Data & ETL

A full extract-transform-load platform on Apache Spark, not just a crawler.

Extract

Databases and your business systems, REST APIs, IoT and device streams (Kafka) and telemetry files, satellite and drone imagery, files (CSV, JSON, Parquet, PDF, images), your own documents — and websites, including JavaScript-heavy ones.

Transform

Distributed Spark stages, Python extensions, AI and vision models for classification, extraction and enrichment, joins across sources, deduplication and matching.

Load

Versioned datasets in S3-compatible storage, Parquet/JSONL exports, SQL access, APIs and webhooks for your applications.

Operate

Schedules, event triggers, retries, logs and metrics per job. Pipelines are YAML — reviewable and versionable.

Typical projects

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Earth observation

Satellite imagery — for example Copernicus open data — cut by area and date, joined with your own data and read by vision models: crop health, land use, change detection.

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Drone surveys

Images and telemetry from every flight ingested per mission; a model flags defects and anomalies and a person confirms them — roofs, solar parks, power lines, fields.

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IoT and sensors

Device streams and telemetry joined with your business data: anomaly detection, predictive maintenance, energy and fleet monitoring, with agents that open the ticket.

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Documents and archives

Invoices, contracts, reports and scanned registers turned into structured, linked, searchable data — with a person reviewing what the model is unsure of.

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Your own sector model

Your data cleaned into a training set, a small model fine-tuned on it and served privately — on your GPUs or ours.

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Alternative data for funds

Prices, listings, hiring, filings and sentiment, collected inside the fund’s own cloud with provenance for every record.

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Price & brand intelligence

Catalogue matching by EAN, competitor prices and history, unauthorised sellers and counterfeit listings.

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Public tenders

National and EU procurement portals watched continuously and matched to your capabilities and deadlines.

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Regulatory monitoring

IMO, EU, DORA, MiCA and supervisor circulars tracked, summarised and routed to the right owner.

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Datasets for AI

Curated training and retrieval datasets for fine-tuning and RAG, delivered as JSONL or Parquet.

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Data products

Startups build their own data SaaS on WebRobot and resell it — we provide the engine, they own the product.

🤖 AI agents

Build agents and multi-agent teams for any process. They run on Ray inside your infrastructure, use your data and tools, and ask a human before critical steps.

Back office

Document understanding, invoice and payment reconciliation, ticket routing, anomaly detection.

Sales & marketing

Lead research and scoring, proposals, follow-ups, content generation and multi-channel publishing.

Knowledge & research

RAG on your documents, market and competitor research, reports with sources.

Compliance & risk

Regulatory watch, KYC-style checks on public data, audit-ready trails of every agent action.

Customer-facing

Chat agents for your site or messaging channels, grounded on your data and escalating to people.

Operations & monitoring

Agents that watch systems, markets or sources and act — or alert — when something changes.

Field & physical assets

Agents that read sensor, drone and satellite data, decide what needs a visit and open the work order.

How agents are built

📈 Trading backend

NautilusTrader backtest and live execution, agent-driven signals, visual bot designer, and guardrails — in your cloud. Discover the trading backend →

Don't see your use case?

If the data is in your systems, on your devices, in the sky or on the web — or the process can be described — we can probably automate it. Tell us about it.