About the FDE Providers
What the platform is
Most AI initiatives stall between a working prototype and a system that runs inside real workflows, integrations and security constraints. The teams that close that gap call themselves forward deployed engineers, AI implementation partners, embedded pods or deployment specialists. They are hard to find, hard to compare and priced opaquely.
The FDE Providers is a structured directory of those teams and a decision layer on top of it. Every provider is described in the same terms: capabilities, industries, technologies, engagement models, deployment types, team size, pricing where published, verification status and documented case studies. Buyers start from the problem, not the vendor: describe the deployment, get a deployment profile, and compare providers against it with transparent, weighted matching.
The workflow is deliberately simple: Problem → Deployment profile → Matching → Qualified lead. We start with forward deployed engineering because it is the model most AI deployments end up needing, and we expand as the market does.
Who it is for
Buyers with a real deployment
Product, engineering and operations leaders who need to get an AI system into production and have to decide whether to build, hire or partner, and with whom.
Providers who deploy
Forward deployed engineering teams, AI implementation partners, embedded pods and staff augmentation firms with production deployment experience.
Researchers and press
Anyone who needs sourced, attributable data on how AI deployment work is staffed, priced and delivered.
What it is not
Three things people sometimes expect that we deliberately do not do.
Not a job board
We list companies and teams, not individual candidates, and we do not run recruitment.
Not a certification body
Verification means we checked what a provider states against public sources or the provider confirmed it. It is not an endorsement of quality.
Not an AI tools directory
We do not list models, frameworks or SaaS products as such. Technologies appear only as experience attached to a deployment team.
How the platform makes money
Five revenue lines. All paid placement is labelled, and none of it changes verification, ranking or match scores.
- Featured listings
- Providers pay for labelled placement slots on relevant pages. The slot is marked Featured; the provider's rank and match score are unchanged.
- Sponsored content
- Articles, case studies and research sponsored by a provider or vendor carry a Sponsored label and a disclosure naming the sponsor.
- Qualified leads
- Where a buyer agrees, we route their requirement to relevant providers. Lead routing follows the same published matching weights as the public tool.
- Subscriptions
- Verified, featured and premium tiers give providers profile tools, analytics and placement. Tier never affects verification labels or matching.
- Premium reports
- Custom cuts of the provider database and sponsored research programmes, with methodology published alongside the results.
Buyers never pay. Provider pricing for placements and subscriptions is available on request; see featured placement.
Independence statement
The FDE Providers is operated by Magic Makers Lab, an AI deployment company that is itself listed as a provider in this directory. We want that to be visible rather than discovered.
Magic Makers Lab is listed on exactly the same terms as every other provider. Its profile carries the same verification labels, its case studies follow the same sourcing rules, and it can appear in featured slots only under the same labelled, paid conditions as anyone else.
Matching never favours it. The matching engine scores every provider with the same published weights and has no knowledge of who operates the platform. Lead routing follows the same rules. If you believe a result or placement breaches this, tell us and we will publish the correction.
Team and contact
A small team of engineers and researchers who have staffed AI deployments from both sides of the table.