How much do development AI costs typically run?

Without controls, development and testing can account for 20-40% of total AI spend. Per-environment budget limits with Sipi.bot keep this predictable.

Sipi.bot for Development Teams

During development and testing, AI costs can spiral from infinite loops, debug runs, and integration testing. Sipi.bot gives engineering teams a safety net.

Dev Team Use Cases

Frequently Asked Questions

The spend problem in this use case

Sipi.bot for Development Teams involve real money moving on autonomous decisions. Every transaction — a refund, a credit, a purchase, a trade, an API call — is a place where a bug, a loop, or an adversarial input can cause financial loss. The risk is not theoretical — retry loops and prompt-injected purchase chains are documented failure modes — but its size depends entirely on the caps in front of the agent.

sipi.bot is a spend firewall for autonomous AI agents. It sits between your agent code and your payment methods, evaluating every transaction against your rules in under 5 milliseconds and returning one of three structured decisions: approve, block, or flag. Per-transaction limits, daily ceilings, velocity caps, merchant allowlists, and human-in-the-loop escalation are all enforced before a dollar moves. Pricing starts at $99 per month.

Where sipi.bot fits

In this use case, sipi.bot sits between the agent and the payment method. Every transaction passes through a policy check that returns approve, block, or flag in under 5ms. The agent never sees the payment method directly; it only sees the structured decision. This keeps the agent autonomous while guaranteeing it cannot escape your financial guardrails.

Recommended policy for this use case

Per-transaction limit: cap the dollar value of any single transaction. For Development Team workflows, $1 to $10 per transaction covers most legitimate use.
Daily ceiling: bound the total the agent can move in 24 hours. Start at $50/day for development, scale with production volume.
Velocity cap: limit transactions per minute. This is the control that catches a runaway loop before the daily ceiling does.
Merchant allowlist: restrict which destinations the agent can transact with. This is the control that catches a prompt injection redirecting a purchase.
Human-in-the-loop: escalate transactions above a threshold (e.g. $25) for human approval before they execute.

What this prevents

Without these controls, a single bug can drain a budget in minutes. With them, the worst case is a blocked transaction and a Slack alert. The difference, measured in dollars, is typically two to three orders of magnitude.