Most AI Bills Are Bigger Than Anyone Decided
Few businesses chose their AI spend. It accumulated: per-seat assistants, AI add-ons bundled into subscriptions you already had, and tools individual employees signed up for on their own. Meanwhile the questions that matter go unanswered. Which of it is paying for itself? Where would AI genuinely save time or money? What should you buy, and what should you build?
Our AI cost consulting answers those questions with your real numbers, then pulls the levers that lower the bill: cancel what is redundant, move usage-based work onto your own AI keys at wholesale rates, give each job the cheapest model that does it well, and replace per-seat tools with software you own or automation that runs on its own. Upwell is a software and consulting company, so the advice comes from building and running this kind of software, not from a slide deck.
How an Engagement Works
A focused engagement that ends with a plan you can act on.
Spend & Stack Audit
We inventory what you pay for today, every AI tool, add-on, and software subscription, and how your team actually uses each one.
Usage Mapping
We measure what the work really costs at usage rates, and find where AI would genuinely save time or money and where it only adds cost.
Cut, Keep, Switch, or Build
You get a prioritized plan in plain language, with the cost and expected payoff of each recommendation.
Implementation Support
We help you carry it out, from setting up AI provider accounts with spending caps to building what is worth building.
The Levers That Lower an AI Bill
- AI Spend Audit: Find overlapping subscriptions, unused seats, and AI add-ons nobody asked for.
- Your Own Keys: Move heavy use from per-seat subscriptions to usage-based pricing on AI provider accounts in your name, often called bring your own key (BYOK).
- Model Right-Sizing: Give each job the least expensive model that does it well, with spending caps and usage logs so there are no surprises.
- Build vs. Buy: An honest answer on when an off-the-shelf tool is enough and when custom software is worth the investment.
- Software Stack Review: Cut overlapping subscriptions, and understand what you are locked into, what it costs, and where you have leverage.
Why Every Engagement Starts With an Audit
Most AI waste is invisible until someone adds it up: two tools doing the same job, seats nobody uses, and per-seat prices for work that costs far less at API rates. The audit puts the real number in front of you first, so every decision after it rests on your actual costs. You come away with:
- A written inventory of your AI and software spend.
- A prioritized list of savings and opportunities, each with its cost and expected payoff.
- A clear recommendation for each tool: cut, keep, switch, or build.
What Per-Seat AI Really Costs
An illustrative example: a 50-person team on an AI subscription at $30 per user per month pays $18,000 a year. Using the same class of models through its own API keys, a team like that might spend $2,000 to $4,000 a year on usage, plus a one-time setup. That is roughly 78 to 89 percent less on the recurring bill.
Your numbers depend on how heavily your team uses AI, which is why we measure that first. Per-seat prices rise with every hire; usage-based costs rise only with use.
Founder-Led, Grounded in Real Software
Upwell is founder-led. Mike Kulka has spent a decade as a professional software developer, including work on applications used inside Fortune 500 companies, and has taught computer science. You get recommendations grounded in how software is actually built and run, explained in plain language.
- Advice tied to your numbers, including when the right answer is to cancel something and build nothing.
- A plan you can act on with us, with another developer, or on your own.
Other Services
Frequently Asked Questions
What does AI cost consulting include?
An audit of what you spend on AI and software today, a map of where AI genuinely saves time or money, recommendations to cut, keep, switch, or build for each tool, and help choosing AI providers. You finish with a prioritized plan, and we can help carry it out.
Do we have to build something with you afterward?
No. The plan is yours whether you build with us, buy off the shelf, or simply cancel what you don't need. If custom software or automation is the right answer, we scope that separately.
We barely use AI yet. Is it too early?
No. Before you buy is the cheapest time to get advice. We will help you pick the first use worth doing and avoid paying for tools you don't need.
How long does an engagement take?
It depends on the size of your business and how many tools are involved. We agree on scope and timeline up front, so you always know what comes next.
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