RFP QuestBeta

What is bought · all categories

AI & Machine Learning

Artificial intelligence, machine learning, generative and predictive systems.

How often does the buyer go back?

21.6%
anyone already on the roster
17.6%
the previous winner specifically

Measured across 74 repeat award events at 36 buyers. The incumbent isn’t the previous supplier — it’s the roster.

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Who already holds it

  • Beam Up22 awards · 19 buyers · last 2026-07-09
  • ICS.AI Limited12 awards · 8 buyers · last 2026-07-21
  • SOFTCAT PLC10 awards · 9 buyers · last 2026-04-30
  • FACULTY SCIENCE LTD9 awards · 7 buyers · last 2026-01-26
  • CAPGEMINI UK PLC6 awards · 5 buyers · last 2026-02-26
  • IBM UNITED KINGDOM LIMITED5 awards · 4 buyers · last 2026-06-29
  • IBM (UK) Ltd5 awards · 2 buyers · last 2025-09-29
  • INSIGHT DIRECT (UK) LTD5 awards · 4 buyers · last 2025-06-16

Who broke in recently

  • XIEL LTDfirst seen 2026-07-20 · 1 award
  • ACCESS UK LIMITEDfirst seen 2026-07-14 · 1 award
  • Projects By IF Ltdfirst seen 2026-07-07 · 1 award
  • AIRWALK CONSULTING REPLY LTDfirst seen 2026-07-07 · 1 award
  • FSP CONSULTING SERVICES LIMITEDfirst seen 2026-07-02 · 1 award
  • KERV GROUP LIMITEDfirst seen 2026-07-02 · 1 award
  • Serendipity Labs Limitedfirst seen 2026-06-24 · 1 award
  • Corporate Project Solutions (CPS) Limitedfirst seen 2026-06-22 · 1 award

“First seen” means the first appearance under this name in published awards — not necessarily a new company. Holcim is Aggregate Industries; AtkinsRéalis is Atkins. We show this as a list and never as a trend: debut counts fall every year by construction, because the pool of never-before-seen suppliers depletes as the corpus grows. A supplier who entered last month also cannot yet show three buyers.

Why a tender lands in this category

  • Tier 1 · CPV starts 72 · matches \yai\y
  • Tier 1 · CPV starts 48 · matches \yai\y
  • Tier 2 · matches \y(artificial intelligence|machine learning|generative ai|large language model|\yllm\y|natural language processing|computer vision|predictive analytics|chatbot)\y

Every label traces to one of these rows. Challenge any of it — the awards behind every figure are one click away.

How these numbers are made — and where they are weak

We resolve supplier identity from published award data using legal-suffix rules and a seeded alias list. We have not verified group structure, joint ventures or delivery partners against Companies House, so a group's true share may be understated. Buyer names are merged where the slug agrees — we cannot tell whether “Hackney Limited” is a council trading arm or an unrelated company, and we do not guess. Our award history begins in June 2015; 0.9% of dated awards predate it, so a “first win” is the first we can observe. Figures are shown with their method and the underlying awards are always one click away.

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Contains public sector information licensed under the Open Government Licence v3.0.