What is Wrapper Rebrand?
Strategy & BuyingA services firm that has relabelled existing work as AI capability: a thin model call on top of unchanged delivery, a rebranded staffing desk, or a proprietary claim with nothing behind it. The tell is that nothing in the delivery changed except the vocabulary.
Why It Matters
Every technology wave produces firms that rename their existing service and wait. AI made this cheaper than usual, because the vocabulary is easy to adopt and the capability is hard to verify: a proposal can describe agents, retrieval, and evaluation without anyone on the team having run one in production.
The consequence is not fraud in most cases. It is a firm that genuinely believes it offers AI services because it has used an API, sold against a problem it has not solved, and discovered the gap on your budget.
The Four Tells
The wrapper. The offering is a model call in front of an unchanged process. Ask what the workflow was before and what it is now. If only the interface changed, the wrapper is the whole product.
The staffing desk. Staff augmentation sold as AI consulting. The pricing looks hourly, the deliverables are vague, and the “AI team” is a generalist bench with a new title. The engagement model question resolves this in one sentence.
The demo-only portfolio. Case studies that stop at a prototype. Pilots and proofs-of-concept do not count as production, and a firm with no system running today has not met drift, cost creep, or the long tail.
The black box. “Proprietary AI” with no architecture to discuss. A firm that cannot explain its retrieval design, its model selection tradeoffs, or how it evaluates output is describing a product it does not understand, which usually means it did not build it.
Questions That Separate Them
Ask what the system reads and where that data lives. Ask which policy or criteria version applied at runtime, and who can change it. Ask what happened the last time an output was wrong, and what the fix was. Ask for the evaluation set and what it contains. Ask what the firm runs in its own production today, and who operates it.
A firm with real experience answers these in specifics and volunteers the failures. A rebrand answers in adjectives and redirects to the next slide.
Where It Breaks
Evaluating vocabulary instead of delivery. The pitch deck is designed to be evaluated; the delivery is where the difference lives. Weight the portfolio and the references accordingly.
Certifications as proof. A partner-tier badge establishes a commercial relationship, not production experience. It is a baseline filter, not a decision criterion.
Reviews as evidence. Praise without specifics, published in clusters, and written in the firm’s own marketing voice are the pattern described in review integrity. A reference who cannot name a single problem is not a reference.
The pilot that stays a pilot. The rebrand’s natural outcome: a working demonstration, no production system, and a renewal. The pilot to production gap is where the difference between the two kinds of firm becomes visible.
How Flytebit Handles It
We answer these questions in specifics because we run the systems. Our products operate in our own production, we publish the architecture rather than a claim about it, and our technology selection work exists precisely because choosing the wrong partner is the most expensive decision in this market. The guide that covers the evaluation in full is how to choose an AI development partner.