In 2026 the AI model makers launched their own consulting armies. Big consultancies partnered with the labs. Every software license promises transformation. Here is an honest map of your options, and where we fit.
OpenAI launched a standalone deployment company staffed with hundreds of forward-deployed engineers. Anthropic launched an enterprise AI services venture with Wall Street backing. The major consultancies signed exclusive partnerships with the labs. The message under all of it: models alone don't transform a business; someone has to install them.
We agree with the diagnosis. We disagree about the prescription, for one structural reason: every one of those options is paid to sell you more of a particular model. A consultant whose parent company makes the model cannot give you neutral advice about the model. That is not a criticism of their engineers, who are excellent. It is arithmetic about incentives.
We build on Claude, ChatGPT, or Gemini, matched to your use case, and we switch when the frontier moves. Our only incentive is what works for you. When a lab's consultants recommend their own model, you can't know if it's the right answer. When we recommend one, it is the answer to your question, not theirs.
Forward-deployed engineers can build anything and have run nothing. We spent thirty years inside consultancies and agencies: pitches, utilization, margins, the 11pm review before the morning presentation. We build for a business we know from the inside, which is why what we build gets used.
The enterprise AI ventures prioritize Fortune 500 transformations and their investors' portfolio companies. The professional services firm doing $5M to $200M is exactly who we built Vulcan for, because it is exactly who we were.
| Path | Choose it when | Watch out for |
|---|---|---|
| Generic licenses (ChatGPT Teams, Copilot) | You want individual productivity gains and low commitment. | A login is not adoption. Your competitors have the same tool, so it confers no edge, and none of it is trained on what makes you different. |
| The labs' own consultants | You're a large enterprise, committed to one model ecosystem, with an enterprise budget. | Single-model by structure. Engineers who know models, not your P&L. Minimum engagement sizes built for the Fortune 500. |
| Big consultancies | You need global scale and board-level change management alongside AI. | Enterprise pricing and timelines; AI practices often partnered exclusively with one lab. |
| Vulcan | You're a consultancy, agency, media company, or in-house team that wants its own methodologies and IP trained into systems your team actually uses. | Not for everyone. If you're outside the expertise industry, or you want a Fortune 500 army, we're the wrong call. We take only engagements with outcomes we can measure and participate in. |
If you're a Fortune 500 enterprise standardizing on one model, the labs' consultants may genuinely be your best option, and we'll tell you so on the call. Everyone else has been an afterthought in this market. That's the gap Vulcan exists to fill.
A discovery call is exactly that: the beginning of discovery. Tell us about your firm in a two-minute survey, and the 30 minutes go where they should: your workflows, your culture, and an honest read on whether we're a fit.