Economics

Free Canadian small business workbook

AI Cost and Token Budget Planner

A worksheet for estimating the operating cost of model routing, retrieval, tools, evaluation, and cached context.

7 pages · PDF workbook · No email required

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What’s inside

A working guide
for a real decision.

Build a practical cost model across usage scenarios, model tiers, token volume, tool calls, evaluation passes, caching, and monthly operating budget. Use this guide to make the operating choice explicit, test it with evidence, and record who owns the next decision.

Who this is for

SMBs deciding whether AI is affordable at production scale.

Bring the people who own the work

Include the workflow owner, a person who performs the work, a reviewer with authority to approve or stop it, and the relevant data or tool owner.

Includes an explainer, working worksheet, three illustrative examples and practical considerations. This is a planning PDF, not prebuilt automation software.

Use it with your own work

Five questions
to work through.

Choose one workflow. Record enough context to support a decision, then use the worksheet to name the owner, evidence and next review.

  1. Volume

    How many requests, sessions, or documents will this workflow process?

  2. Context

    How much retrieved or uploaded context is needed per run?

  3. Routing

    Which requests need stronger models and which can use smaller models?

  4. Tools

    Which deterministic calls add cost, latency, or operational value?

  5. Evaluation

    How many review, scoring, or regression passes are required?

Illustrative examples from the workbook

Where this becomes practical.

Consulting Practice

Budget proposal support

Long source packets make a pilot look cheap per call but expensive per approved proposal.

Independent Retailer

Budget customer-service responses

High-frequency routine questions should not route to the most expensive model every time.

Accounting Practice

Budget review summaries

Low-volume but complex cases may justify escalation only when confidence or materiality requires it.

AI-supported role
Estimate request routes, context size, cache use, tool calls, evaluation passes, and usage-derived cost.
Human authority
The owner sets a budget, quality floor, escalation criteria, and spend review cadence.
What to measure
Track actual cost per completed outcome, token use, latency, retries, and quality.

Illustrative scenarios, not client results or a promise of performance. The workbook includes additional case-specific prompts.

A useful first step

Use the workbook.
Bring us the next question.

Download and use it without booking a call. If you want help applying it, email Chris with the workflow you’re considering and what you want to improve.

Discuss your workflow

Further reading in the library

General operational guidance only. These resources are not legal, privacy, cybersecurity or regulatory advice.