Companies House 17160992 · 16 April 2026

Wot.Technology

What we ship

Three customer-facing AI services on a single content-addressed platform, plus a consulting arm for teams that want help integrating. Take a look:

SEARCH

wot.is

Enterprise search that answers on the first look.

Point it at what you own — docs, tickets, code, chat, mail — and search across all of it in one shape. No index to rebuild. No re-crawl. The answer proves where it came from.

Second look is free. Same for the tenth, and the ten thousandth. Traditional search rescans on every query; we don't. Pricing anchors to your current Elastic bill on the slice we replace.

For teams paying six or seven figures a year for enterprise search that still doesn't answer.

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OBSERVABILITY

wot.when

Ops observability without tier-tuning.

Every event is addressed by its own time. No hot/warm/cold. No shard math. No re-index between the alert and the analyst. Elastic-shaped ops REST — drop in for Kibana / Grafana / Splunk dashboards.

Dashboards refresh in zero on repeat. The retention tier is irrelevant because address does not care whether the bytes are thirty seconds or three years old.

For ops teams whose Elastic / Splunk / Datadog bill is planning-review material and where the tier tuning still leaks money.

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DASHBOARD

wot.now

A live picture of your business, pulled from the graph.

Current-state dashboards and modelling for SMEs. Every number traces back to the source system that wrote it and the moment it landed — so "where did this come from?" always has a literal answer.

Spreadsheet-tangle to single-screen in one step, without a six-figure ERP.

For founders and ops leads who've outgrown spreadsheets but can't stomach a rip-and-replace.

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Under the hood · the platform and the people

What it does, in plain English

The how is for the papers and the demo. This is the what.

  • Every fact has a fingerprint Two identical facts always land on the same address. Every quote can be checked. Nothing lives in more than one place, so nothing drifts out of sync.
  • Every answer comes with receipts The evidence behind an answer is a chain you can walk. When the chain is missing, that’s visible — not hidden as confident text. Hallucination becomes a query you can run, not a guess you have to live with.
  • The second look is free Traditional search and observability re-scan on every query. We don’t. The tenth dashboard refresh costs the same as the second: nothing. Live pilots have shown five-to-twenty times less compute at the same answer quality.
  • The AI can only draw on what you can see Generative AI is bounded by the graph the user has permission to read. Every response points back to the signed sources it drew on. No mysterious knowledge cutoff; no answers from parts of the corpus the user isn’t supposed to touch.
  • Your existing data lifts in as-is Spreadsheets, databases, change-feeds, API surfaces — they map cleanly into the ingest path and land as signed records. No migration script; nothing to rewrite on your side.
  • Regulatory fit is structural, not bolt-on Because every answer already carries its receipts, EU AI Act Article 86 (right-to-explanation) and GDPR Article 22 are satisfied by construction. The compliance sheet is a walk of what the system already does.

What we run on

An AI-first team with the workload to match. Training and inference run on cloud GPUs and managed AI APIs; storage and edge distribution ride hyperscaler infrastructure. Named suppliers, not hand-wavy categories.

GPU training
AWS

Primary training substrate. GPU fleets (H100 / A100 / L40S), object storage, managed databases, and edge distribution.

GPU training
Microsoft Azure

Secondary GPU + storage path. Azure AI Foundry integration for enterprise inference pilots.

GPU training
Google Cloud

GPU + TPU capacity; Vertex AI and BigQuery for large-scale ingest and analytics.

Managed inference · co-build
Anthropic

Claude (Opus / Sonnet / Haiku) as our primary managed inference path. Our provenance layer sits underneath so every response is traceable. Much of what we ship was built with Claude — happy to drop a small, useful solve on something you care about in return for programme support.

Accelerated compute
NVIDIA

NVIDIA-accelerated edge boxes for deployment evaluation and low-latency demo hardware.

Models & datasets
Hugging Face

Hub for open-model and dataset distribution; primary ingestion path for the in-house fine-tuning pipeline.

Edge & distribution
Cloudflare

Workers, R2 and Pages for the content-addressed distribution layer. Our published pip-space rides the edge here.

Open-source ML
PyTorch stack

PyTorch, Transformers, TRL, Unsloth for the in-house fine-tuning and evaluation pipelines.

Early-stage, and a meaningful chunk of runway goes to AI compute. If your startup programme would help us go further — AWS Activate, Azure for Startups, Google for Startups, Anthropic Startup Program, NVIDIA Inception, Cloudflare for Startups, Hugging Face — say hello and we’ll share the workload brief.

Team

Keif Gwinn — founder and engineer. Two decades of distributed-systems work; previously CTO/architect roles in geospatial AI and 3D reconstruction.

Advisors — Jozef Doboš (founder, 3D Repo; Innovate UK and Horizon Europe awardee), Paul Worrall (data-sovereignty practitioner, Solid ecosystem).

Research notes

We publish technical notes when an idea is ready to share. Get in touch if you'd like a deeper conversation about the architecture or want early access to a private write-up.

Get in touch

Direct is fastest. Email hello@wot.technology or book a 20-minute call — we’ll look at a real slice of your bill and tell you what we can replace.

The offer. Ninety-day head-to-head against your current search, observability, or inference bill. On the fraction we replace, you keep half the saving. If we don’t save you anything, you owe nothing.

Go deeper into any of the five product surfaces: wot.is · wot.when · wot.now · wot.if · wot.then. Or the platform underneath, FlowSpace, or the consulting arm, ThoughtSpace.

Open to design partners, prospective customers, academic collaborators, and aligned open-source ecosystems.

WoT Technology Ltd — UK SME, Companies House 17160992.