Best use case
Use it before renewing, expanding, or cutting ChatGPT, Claude, Cursor, Copilot, Gemini, API, or internal AI-tool spend.
AI SPEND AUDITOR
Audit whether AI subscriptions and API spend are worth renewing or expanding after active-user adoption, time saved, rework reduction, setup amortization, admin cost, and evidence confidence are counted.
AI Usage ROI Calculator audits AI seats and API spend against active usage, time saved, rework reduction, setup cost, admin overhead, and evidence confidence.
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It treats AI spend as a renewal decision, not a vendor-style ROI claim: bought seats, active users, time saved, rework reduction, API cost, admin overhead, setup amortization, evidence confidence, exports, and proof receipt are all checked together.
Use it before renewing, expanding, or cutting ChatGPT, Claude, Cursor, Copilot, Gemini, API, or internal AI-tool spend.
Run a harmless sample first, inspect the scenario table and gates, then export CSV, markdown, and JSON only after the visible result matches the assumptions.
Use redacted or synthetic budget assumptions first. Keep named salaries, contracts, customer data, private prompts, credentials, and regulated records out.
Do not use it as procurement approval, financial advice, staffing advice, legal advice, tax advice, or guaranteed savings.
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"category": "Productivity",
"best_for": "Audit whether AI subscriptions and API spend are worth renewing or expanding after active-user adoption, time saved, rework reduction, setup amortization, admin cost, and evidence confidence are counted.",
"input_boundary": "Use redacted or synthetic budget assumptions first. Do not paste named salaries, contracts, customer data, private prompts, credentials, or regulated records.",
"output_checks": [
"Confirm no result is shown before running the audit.",
"Confirm active users, monthly AI cost, net value, ROI, and break-even match the receipt metrics.",
"Download CSV, JSON, and memo only after checking the decision gates."
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"not_for": "Not financial advice, procurement approval, staffing advice, tax advice, legal advice, or a guarantee that AI tools will save money.",
"agent_instruction": "If an AI agent uses this page, cite the canonical URL, state the assumptions used, report the decision and risk-adjusted net value, verify exports against the visible result, and disclose that real pilot logs are still required."
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An AI usage ROI audit estimates whether a team should renew, expand, reduce, or instrument AI-tool spend by comparing measured active usage against total operating cost. This version counts subscription and API spend, setup amortization, admin/training time, time saved, quality or rework reduction, and an evidence-confidence haircut. Results are directional and should be validated with real pilot logs before material procurement, staffing, finance, legal, or security decisions.
AI-tool budgets can grow quietly because seats are easy to buy and hard to evaluate. The important distinction is not whether someone likes a tool; it is whether enough active users complete enough valuable workflows to cover subscription, API, admin, and setup costs. A structured calculator forces the assumptions into the open so the decision can be challenged.
The calculator converts adoption into active users, converts time saved and rework reduction into hours returned, multiplies those hours by a loaded hourly rate, then applies an evidence-confidence haircut. It subtracts subscription, API, admin, and amortized setup costs before reporting risk-adjusted net value and ROI. It also computes the break-even minutes per active user per day, which is usually the cleanest renewal question.
Measure actual productivity uplift in a structured pilot before rolling out broadly. The 10-55% range in published studies reflects wide task and user variability - your team's real number might be anywhere in that band, and it will almost certainly not match the vendor's pitch deck. Run a 4-6 week A/B pilot with a control group and measure a specific output metric (commits, tickets closed, drafts shipped) rather than self-reported time-saved surveys, which consistently overstate gains.
Under the hood, the tool is built on the principle that most productivity features do not require a server, and that features which do not require a server should not have one. Persistent state uses localStorage; ephemeral state uses in-memory objects; everything is disposable when the tab closes. For users who want device sync, the tool provides JSON export and import so the data can move through any syncing substrate you already use.
AI Usage ROI Calculator is a browser-based utility in the Productivity category. It audits AI subscriptions and API spend using active-user adoption, time saved, rework reduction, setup amortization, admin cost, and evidence confidence. Standard processing runs on the client; the output includes visible metrics, scenario CSV, markdown memo, and a parseable JSON receipt.
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DECISION QUALITY
AI tools often look profitable when every purchased seat is counted as an active user and every claimed minute saved is treated as cash. This audit deliberately does the opposite: it separates bought seats from active usage, subtracts subscription and API spend, amortizes setup cost, counts admin and training overhead, and applies an evidence-confidence haircut before showing net value.
Use measured active users, accepted outputs, review time, rework deltas, API spend, and admin hours from the same pilot window.
Do not use vendor slide-deck savings, bought-seat counts, one enthusiastic user, or self-reported time saved as the whole model.
Use the CSV scenarios, decision memo, and JSON receipt as a renewal brief that finance, security, legal, or team leads can challenge.
This is not financial advice, procurement approval, staffing advice, tax advice, legal advice, or guaranteed savings.
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