Enterprise programmes
Running AI data and content work at organisational scale — security and compliance scoping, vendor consolidation, RFPs, and the ramp from pilot to production.
The problems that end enterprise programmes are rarely technical. They are the ramp from a clean pilot to sustained production volume, the security review that arrives after the contract is drafted, and the vendor estate that grew to nine suppliers because each project procured independently.
These guides cover what to specify before the RFP goes out, which security and compliance evidence to require and how to read it sceptically, and the gates worth setting on a ramp so that quality does not quietly degrade as volume rises.
5 guides
What Happens to Your Data at a Generative AI Vendor
Short answer. It depends on terms most buyers never read, and the answer differs between the model provider and the production vendor sitting in front of it. Three questions settle most…
Annotation Vendor Consolidation and RFP Guide
Short answer. Enterprises with several AI teams accumulate annotation vendors the way they accumulate SaaS: one team at a time, each decision locally rational. Consolidation reduces…
Enterprise Data Annotation Security, Privacy and Compliance
Short answer. Annotation security is not a software question, because a human being has to look at the data. The security boundary therefore includes the platform, storage, network…
9 Enterprise Uses for Managed AI Video Production
Short answer. Managed AI video production earns its place in an enterprise when the same video job recurs — product launches every quarter, onboarding that changes every release…
How to Run an AIGC Pilot That Actually Predicts Something
Short answer. Design the pilot so it can fail. The standard AI content pilot succeeds and predicts nothing, for two reasons: it uses flagship content that receives senior attention no…
Frequently asked questions
Reviewer supply and guideline drift. A pilot is staffed by the vendor’s strongest reviewers against a fresh guideline; production needs many more reviewers against a guideline that has accumulated exceptions. Set ramp gates that re-measure inter-annotator agreement at each volume step rather than only at the pilot.
As evidence that a management system exists and was audited against a scope — not that your programme sits inside that scope. Ask which entities, sites and systems the certificate covers, when it was issued, and whether the delivery centres actually running your work are named in it. A certificate describing a cloud platform says little about a delivery floor.
Scoping a programme?
Tell us the volume, language mix and quality threshold and we will tell you what it takes to deliver — including when we are not the right fit.
Talk to our team