What Pushes an AI Agent Development Quote Up or Down
Not a price list — that's on the pricing page. This page is about the factors that actually move a quote between bands, so you can scope your own request sensibly before a call.
What a Quote Is Actually Pricing
A development quote isn't pricing "an AI agent" as a generic product. It's pricing the specific combination of these four things for your specific task.
Number of Systems Integrated
Each system the agent reads from or writes to — a CRM, a helpdesk, a billing platform, an internal database — adds its own access setup, data mapping and failure handling. One system is straightforward. Four systems that each behave a little differently is a bigger job than four times one.
Complexity of Decision Logic
A lookup-and-answer task has almost no judgement calls. A task with several conditional branches, exceptions and a real "when in doubt, escalate" boundary to design needs more careful thinking, and more testing against edge cases, before it's safe to trust.
Testing Requirements
How thoroughly a build needs to be tested before launch scales with what's at stake if it gets something wrong. An agent drafting an internal summary needs less scrutiny than one that can issue a refund or send a message to a customer directly.
How Documented the Process Already Is
If your team can already describe the current process step by step, that's discovery work already done. If the process lives in a few people's heads and varies case by case, more time goes into mapping it out before any building starts.
A Narrow, Well-Defined First Version
One task, one or two systems, a documented decision rule. This is usually where a first build should start, even if the long-term vision is bigger.
Ambiguous Rules Discovered Mid-Build
Decision logic that turns out to have exceptions nobody mentioned upfront means rework, which is the single most avoidable cost driver on this list.
How to Think About Your Own Request Before a Call
List the Systems
Name every system the finished agent would need to read from or write to, not just the one it would appear in.
Write the Rules Down
Even informally — "approve it unless the amount is over X" is more useful to us than "the team just knows."
Name the Stakes
Is a wrong action reversible and low-consequence, or does it touch money, legal exposure or a customer relationship directly?
Bring It to Discovery
The clearer this is going in, the faster we can turn it into an accurate quote instead of a wide range.
Development Cost Questions
Why does a quote come after discovery instead of upfront?
Because the factors on this page usually aren't knowable from a one-line description of the task. Two requests that sound alike on a first call — "an agent to handle order questions" — can differ by a large margin once you know how many systems it needs and how well-defined the decision logic already is.
Does more integrations always mean more cost?
Usually, but not purely linearly. Two well-documented systems with clean APIs can be faster to connect than one system with no API and inconsistent data, so it's the quality of the access as much as the count that matters.
What can we do before a call to lower our own quote?
Write down the actual decision rules your team follows today, even informally, and gather API or admin access details for the systems involved. The more of that groundwork exists before scoping, the less discovery time it takes, and discovery time is part of what a quote reflects.
Is a simple-sounding task always a cheap build?
Not always. A request that sounds simple but hides several exceptions and edge cases — "approve it unless X, Y or Z, in which case do something different" — can take longer to scope and test properly than a request that sounds bigger but has one clean rule underneath it.
Where do I see actual price ranges?
On the pricing page, which sets out our indicative bands by build shape. This page is about the factors that move a project between those bands, not the bands themselves.
Scope Your Build With Us Directly
Bring the systems, the rules, and the stakes. We'll turn it into a real, written quote after discovery — not before.