Ask for the operating model
A serious provider should explain discovery, data, architecture, implementation, testing, handover and ongoing measurement.
Inspect proof carefully
Look for verifiable client outcomes, named methodologies, technical examples, references and transparent limits.
Check governance
Confirm how sensitive information, access, human approval, model risk and production monitoring are handled.
Why this matters now
AI services are unusually difficult to compare because agencies can use similar language while delivering very different levels of technical depth. Buyers should therefore evaluate the operating model rather than the headline claim.
Start with discovery. The agency should be able to explain how it identifies a valuable use case, measures the current process and decides whether AI is appropriate. Next, ask how the system will access information, which actions it can take, where a human approves work and how mistakes are detected. Finally, ask how success will be reported after launch. If the answer is limited to “we will build an AI solution,” the engagement is not yet sufficiently defined.
What leading AI-search firms are signalling
Independent comparison sources can help buyers understand what the market considers credible. Clutch organizes AI consultancies around service mix and verified reviews. Gartner’s category emphasizes strategy plus implementation capability. First Page Sage’s 2026 AEO evaluation considers review quality, AI visibility, technical implementation, content strategy and client portfolio. None of these frameworks should be copied wholesale, but together they suggest a sensible due-diligence pattern: evidence, technical depth, implementation process and measurable outcomes.
A simple implementation sequence
- Define the commercial question or workflow.
- Document the current baseline and evidence.
- Create a focused page that answers the buyer’s question directly.
- Add expert detail, examples, FAQs and verifiable sources.
- Link the page to the primary Daniel Roberts service destination.
- Measure search impressions, qualified visits, enquiries and AI citation visibility over time.