What white-label engineering means when the deliverable is software
A product company reaches a point where the next release needs a capability the team does not have on staff. A retrieval layer that answers from the customer's own documents. A forecasting service that has to be defensible when finance argues with it. An extraction pipeline that has to be right the first time because a regulator reads the output. Posting the role and filling it takes six to nine months. Reselling a vendor's product puts another company's logo inside your application. White-label engineering is the third path: our team builds the module to your specification, you ship it under your name, and your customer never has a reason to learn that anyone else touched it.
The arrangement is a contract structure first and a marketing arrangement second. What makes a module genuinely yours is not a promise to stay quiet. It is a written, present-tense assignment of every intellectual property right in the delivered work, a confidentiality obligation that survives the engagement, and an attribution rule that binds us in every direction we might otherwise be tempted to market. Get those three right and the rest is engineering. Get them wrong and you have bought a dependency you cannot sell through.
We do this work for software companies, system integrators, and product teams inside larger firms. The scope is usually a bounded module: the part of the roadmap where risk concentrates and the in-house skill set thins out. Our engineers work to your architecture, your repository conventions, your CI, and your release calendar. What ships carries your version number.
The engagement shapes that work well
Not every piece of a roadmap is a good candidate. White-label works best where the interface is definable in advance, the acceptance test is objective, and the module can be exercised against real data before anyone depends on it. It works worst where the requirement is still being discovered week to week, because a fixed scope and a moving target are a bad pairing for both sides.
White-Label Fit by Module Type
Editorial weighting of how cleanly each module type converts to a fixed scope. Illustrative, not a measured statistic.
The pattern is simple. A module scores high when someone can write down what "done" means before the work starts. Extraction has a false-extraction rate. Retrieval has recall at a cutoff. Discovery work has neither, which is why we scope it hourly and short, or send it back with a recommendation to run it in-house first.
How the engagement is structured
Every white-label engagement we run follows the same five steps. The sequence exists so that the expensive part starts only after both sides agree on what acceptance means.
Engagement Sequence
Step one is the one buyers most often want to skip, and it is the step that determines whether the engagement succeeds. A module description that says "add AI search to the product" cannot be quoted or accepted. A module description that says "given a corpus of up to 400,000 PDFs, return the top ten passages for a natural-language query with recall at ten above 0.85 on a 500-query labeled set, under 900 ms at the 95th percentile" can be quoted, built, and tested by someone who was not in the room.
Milestones are working software, never status decks. If a milestone lands and the build does not run in your environment, the milestone is not met. That standard cuts against us as often as it protects you, which is the point of having it in writing.
IP assignment: the clause that decides everything
The single most common defect we see in white-label agreements drafted by product companies is a work-made-for-hire clause standing alone. Under 17 U.S.C. § 101, a commissioned work qualifies as a work made for hire only if it falls within nine enumerated categories, and computer software is not among them. A contract that recites work-made-for-hire language and stops there can leave copyright in the developer's hands, which is the opposite of what the buyer intended and paid for.
The fix is an express assignment written in the present tense. Copyright transfers must be in a signed writing under 17 U.S.C. § 204(a). On the patent side, the Supreme Court's decision in Board of Trustees of Leland Stanford Junior University v. Roche Molecular Systems, 563 U.S. 776 (2011), turned on the difference between a promise to assign in the future and an assignment that operates immediately. Language that says "hereby assigns" does work that "agrees to assign" does not. Our agreements use present assignment for copyright, patent rights, trade secrets, and moral rights to the extent they are waivable, effective on payment for each milestone.
Background IP gets carved out explicitly, in a schedule, by name. Every engineering firm carries general-purpose tooling into a project: test runners, deployment scaffolding, evaluation utilities. Pretending otherwise produces an unenforceable clause and a dispute later. We list what is background, you get a perpetual, irrevocable, worldwide, royalty-free license to use and sublicense it inside the delivered work, and everything written for your module is assigned to you outright. Third-party open-source components arrive with a bill of materials and license identifiers so your counsel can clear them before release rather than during a diligence review.
Confidentiality runs in both directions
The NDA is signed before the module description is written, because the module description itself usually reveals roadmap. We work to a mutual agreement with a defined term, a clear definition of confidential information, and a return-or-destroy obligation at close. Three points are worth negotiating with care.
Residuals. A residuals clause lets a vendor use general knowledge retained in unaided memory. Buyers should read it closely, because a broad one can swallow the confidentiality obligation whole. We accept a narrow residuals clause or none at all, depending on the sensitivity of what we are shown.
Trade-secret notice. The Defend Trade Secrets Act, 18 U.S.C. § 1836, created a federal civil cause of action for misappropriation. A detail that gets missed: 18 U.S.C. § 1833(b) requires that any agreement governing the use of trade-secret information include notice of the whistleblower immunity, and an employer that omits it cannot recover exemplary damages or attorney fees in an action against that employee or contractor. It is one paragraph and it costs nothing to include.
Personnel and data handling. Every engineer on the work is named, under written obligation, and works on your data only inside the environment you designate. If your data cannot leave your boundary, we develop inside it. Our engineers work headless inside customer-controlled environments where nothing but signed artifacts crosses the line.
Attribution, and how we handle it
Attribution is where most white-label conversations get vague. We keep four tiers on the table and let the buyer pick one in the contract, so nobody is interpreting a handshake two years later.
| Tier | What we may say publicly | Typical buyer |
|---|---|---|
| Silent | Nothing. No name, no logo, no anonymized case study, no reference calls, no mention of the sector. The engagement does not exist in our marketing. | Product firms whose customers assume the capability is native |
| Category only | A generic description of the problem class with no client, sector, geography, or metric that could identify the buyer. Subject to your review. | Integrators comfortable with abstracted commentary |
| Reference | Named privately to a specific prospect you approve in advance, one at a time, never on the website. | Buyers willing to trade a reference for pricing |
| Co-branded | Named publicly with your written approval of the exact language, usually where a federal customer wants to see the engineering bench. | Primes and firms bidding technical evaluations |
Silent is the default. We do not need a case study out of your product to stay marketable, because the public record of our federal work, our published engineering writing, and our own tooling carry that load. A buyer who chooses Silent should still expect the tier to be written into the agreement with the same specificity as the payment terms.
One nuance worth stating plainly: attribution and personnel disclosure are different questions. If your customer runs a technical evaluation and asks who wrote a module, an honest answer may be required by that customer's own procurement rules. We will tell you where that line sits in your situation rather than let you walk into it.
When the module ends up in a federal deliverable
A large share of white-label work eventually touches a government contract, either because the buyer sells to agencies or because a prime is assembling a bid. That changes the IP analysis, and it changes it before delivery rather than after.
For civilian agency work, FAR 52.227-14, Rights in Data—General, gives the government unlimited rights in data first produced under the contract unless restrictions are asserted properly. For defense work, DFARS 252.227-7014 governs noncommercial computer software and sorts rights into unlimited, government purpose, and restricted categories, with government purpose rights running five years from contract execution by default before converting to unlimited. DFARS 252.227-7017 requires that assertions of restriction be identified and listed with the offer, which means the markings conversation belongs in the proposal phase.
Software developed at private expense can keep restricted or limited rights if it is marked correctly and the assertions were made on time. Software developed under the contract generally cannot. If a module is going into a federal deliverable, we ask which funding source pays for it before the first commit, because the answer sets the marking and the marking sets what the government can do with it for the next decade.
SBIR-funded software gets its own treatment. The SBA SBIR and STTR Policy Directive sets a twenty-year data protection period running from the date of award, implemented through DFARS 252.227-7018 on the defense side. That is a meaningful commercial asset, and it is routinely damaged by careless mixing of SBIR-funded and privately funded code in the same delivered files. Keeping the provenance clean is engineering hygiene with a direct dollar value.
One more federal detail worth knowing if you are a prime: a subcontracting plan under FAR 52.219-9 is generally required on contracts exceeding $750,000 other than construction, and dollars routed to a small business subcontractor count toward it. A white-label AI engineering sub can serve the technical need and the plan at the same time. We are a small business under NAICS 541715 and 541512, active in SAM.gov, CAGE 1AYQ0, and JCP / DD-2345 certified for access to militarily critical technical data.
Quality gates before anything ships under your name
The reason a buyer can put their brand on someone else's code is that the code clears gates the buyer can inspect. Ours are fixed and they run on every module, regardless of size.
- Acceptance metric measured on held-out data the engineers did not see during development
- Test suite delivered with the module, with coverage reported honestly rather than gamed
- Reproducible build from a clean checkout, verified on a machine that never ran the project
- Dependency bill of materials with license identifiers and known-vulnerability scan results
- Failure-mode note: where the module degrades, what it does when inputs go out of distribution, and what it logs
- Runbook covering deployment, configuration, rollback, and the three most likely production incidents
- Handoff walkthrough recorded, so the engineer who inherits it in eight months has something to watch
The failure-mode note is the gate buyers value most in hindsight. Any competent team can report the number a model produces on a good day. Writing down where it breaks is worth more, because your support organization inherits those breaks and has to recognize them.
Security posture for regulated destinations
If your product sells into health, finance, education, or defense, the module inherits your obligations. We work to whichever framework governs your destination: the AICPA Trust Services Criteria if you are carrying a SOC 2 report, NIST SP 800-171 if the data is controlled unclassified information, and the CMMC program codified at 32 CFR Part 170, effective December 2024, if your contracts flow it down. HIPAA-covered workflows get a business associate agreement before any data moves.
The rule we apply is that the module must not be the weakest control in your environment. Secrets never live in code. Model inputs and outputs follow the same retention policy as the rest of your application. Every external service call is documented so your assessor sees it in the boundary diagram rather than in a packet capture.
What a fixed-scope quote contains
Our quotes are one page and have four parts: the deliverable described in enough detail to be tested, the acceptance metric, the milestone schedule with a dollar amount on each, and the assumption list. The assumption list keeps fixed-price honest. It states what we rely on from your side: data access by a date, an environment we can deploy into, and a named technical contact who answers within a business day. If an assumption fails, the change-order price is already in the document.
Most single-module engagements land between roughly $15,000 and $120,000 depending on data complexity, environment constraints, and how much evaluation work the acceptance metric demands. Modules that must run inside a customer-controlled environment sit at the higher end because the development loop is slower. We quote the range in the first conversation rather than after three discovery calls.
What we decline
We turn down work where a fixed scope would be dishonest: requirements still under active debate inside the buyer's organization, projects where the data does not exist yet and nobody has committed to producing it, and staffing requests where the real need is a body in a seat rather than a module to be delivered. We also decline work where the buyer wants a model to produce a conclusion the evidence does not support. Those engagements fail at the worst possible moment, which is after your customer has already seen the feature.
Common questions on the arrangement
Can our customers ever find out you built it?
Under the Silent tier, not from us. The contract bars the name, the logo, the sector, anonymized case studies, and reference calls. What we cannot control is your own disclosure obligations. If your customer's procurement process requires you to identify subcontractors, that requirement sits with you and we will help you answer it accurately.
Who owns the model weights and the training data?
You own weights trained on your data under the same present assignment that covers the source code. Training data you supply stays yours and is returned or destroyed at close. If a module uses a third-party model, the license terms of that model come to you in writing before we build on it, because some commercial model licenses restrict use in a resold product.
What happens if we want to bring the module in-house later?
That is the expected outcome and the handoff is designed for it. You get source, tests, the runbook, the architecture note, and a recorded walkthrough. There is no runtime dependency on us, no license key, and no service we host that you cannot stand up yourself. A module you cannot take over is a module we built wrong.
Do you work under our engineering process or your own?
Yours. Your repository, your branch strategy, your review requirements, your CI, your release calendar. We add our quality gates on top of your process, and the gate artifacts land in your repository with the code.
Frequently asked questions
An arrangement where an outside engineering firm builds a module that the buyer ships under its own brand. The defining features are a present assignment of all intellectual property in the delivered work, a mutual confidentiality obligation, and a written attribution rule that governs what the builder may say publicly.
Usually not on its own. Under 17 U.S.C. § 101, commissioned works qualify as works made for hire only within nine enumerated categories, and software is not one of them. A present-tense express assignment, signed as required by 17 U.S.C. § 204(a), is what actually moves the rights.
Listed by name in a schedule, with a perpetual, irrevocable, worldwide, royalty-free license to the buyer including the right to sublicense inside the delivered work. Everything written for the module is assigned outright. A contract claiming the vendor brings no background IP is usually inaccurate and creates a dispute later.
Data rights become the controlling question. FAR 52.227-14 covers civilian agency work; DFARS 252.227-7014 covers noncommercial software for defense, with government purpose rights defaulting to five years. Restrictions must be asserted with the offer under DFARS 252.227-7017, so the markings decision belongs in the proposal phase, not at delivery.
Fixed scope against a written module description and an objective acceptance metric, with milestones priced individually and an assumption list. Single-module engagements commonly fall between roughly $15,000 and $120,000, with a change-order price stated in the quote.
The next step, and it is a small one
If a module on your roadmap needs AI, ML, data, or cloud engineering you do not want to hire for, send a two-paragraph description to [email protected]: what goes in, what comes out, and how you would know it works. Add your target release date. You will get a written fixed-scope quote with milestones, an assumption list, and a change-order price within three business days, along with our standard mutual NDA and the IP assignment language so your counsel can start reading immediately. If it is not a fit, you will get that answer in one business day with a reason.