Relevant work
Ask for a demonstration or a reference that resembles your task. Establish whether it is a prototype, pilot, or production system, and whether the data is real or synthetic.
Evidence & fit
Make an informed AI decision.
A provider’s focus is a starting point. Relevant evidence, clear responsibilities, and measurable goals help you decide whether to proceed.
What is published here
FL3Ai publishes provider focus descriptions and links to provider websites. This directory does not currently publish verified client case studies, independently evaluated outcomes, or confirmed project availability. Ask the provider for evidence relevant to your use case.
What to ask before an engagement
Measured results
Ask for the starting baseline, evaluation method, measurement period, and limitations. Distinguish estimated benefits from observed outcomes.
Scope and responsibility
Confirm deliverables, price, schedule, support, and the organization responsible for the work. Establish what is available now and what would need to be developed.
Data and oversight
Discuss data access, retention, security requirements, and where human review belongs. For specialized or regulated work, ask for evidence of the relevant experience and controls.
A practical first step
Agree on a bounded assessment or pilot, a measurable goal, and criteria for continuing or stopping. Document what happens if the proposed approach does not work.
References and disclosures
Ask who stands behind a testimonial or recommendation, whether publication was authorized, and whether commercial relationships affect the advice.
Understand the network’s role
FL3Ai is a directory and inquiry entry point. A listing does not establish a provider’s readiness for a particular engagement. The GPN charter describes the intended collaboration model and remains a draft pending ratification.