Your AI pilot works. What will it cost to put it into production?

A successful artificial intelligence pilot does not automatically justify a full rollout. An SME needs to cost integration, data preparation, training and ongoing operation, then identify which benefits will produce practical value for operations and cash flow.

In Quebec, the Regional Artificial Intelligence Initiative (RAII) may offer a funding option. It does not remove the need to assess the investment: assistance for SMEs is repayable. The useful question is therefore: what deployment can we afford to fund and operate over time? Source: Canada Economic Development for Quebec Regions’ RAII.

This guide gives owners, finance leaders and operations teams an example budget and a decision framework. Official information was checked on October 2, 2026. All example amounts are hypothetical and expressed in Canadian dollars.

Define what changes between the pilot and production

A pilot often answers a narrow question: can the solution perform a task on the available data? Deployment brings other questions. Who will use it? How will it fit daily work? What will the team do when it makes an error?

ISED’s SME AI adoption blueprint identifies the difficulty of moving from limited experiments to integration across business processes. It highlights the importance of a roadmap and organizational capability.

Consider a distributor that has tested an AI-assisted order-processing tool. A few employees used it with a sample of documents. To extend it to the whole team, the business still needs to connect its management system, handle exceptions, train users and monitor results.

Describe the target in operating terms: users, order types, volumes, systems and tasks that will retain human review. A clear scope makes quotations comparable and gives you a way to reduce the project if costs become too high.

If the nature of the project is still unclear, our Mitacs AI project-brief guide helps distinguish adoption from research. Here, the starting point is the next decision: how far to deploy a promising solution.

Build the full implementation budget

An AI supplier’s quotation may not cover your entire project cost. Ask operations, IT and finance to review the work required before going live.

The following illustrative budget represents assumed additional cash outlays. It is not a list of expenses automatically eligible for funding.

• Data preparation and cleanup — Budget assumption: $25,000; What to clarify: Sources, corrections and responsibility for quality

• Integration with existing systems — Budget assumption: $60,000; What to clarify: Interfaces, tests and exception handling

• Security, access and controls — Budget assumption: $20,000; What to clarify: Access permissions, logging and verification mechanisms

• Additional training and adoption support — Budget assumption: $15,000; What to clarify: Users, initial support and external or additional resources

• Deployment and stabilization — Budget assumption: $30,000; What to clarify: Go-live, fixes and launch support

• Planning contingency — Budget assumption: $30,000; What to clarify: Unforeseen work subject to approval; not an already eligible expense

• Implementation envelope — Budget assumption: $180,000; What to clarify: Replace with validated quotations and assumptions

Existing employees’ time also needs planning. In this example, it is tracked separately as committed capacity rather than counted again as a new cash outflow. If the project requires replacement staff or overtime, add those actual costs.

For each quotation, specify the deliverable and acceptance conditions. “Complete integration” should become a list of connected systems, tested scenarios and responsibilities when an incident occurs.

Add twelve months of operation, not just the launch

Assume additional operating costs reach $8,000 a month for licences and usage, infrastructure, support and maintenance. Twelve full operating months would cost $96,000.

The illustrative envelope therefore reaches $276,000: $180,000 for implementation followed by $96,000 for twelve months of operation. That is not necessarily the first calendar year of the project; the rollout schedule may shift the operating start date.

Check what changes the bill. Pricing per document, transaction or user affects the budget as volume grows. Ask what maintenance includes: monitoring, fixes, changes to your systems or potential model retraining.

Keep an eye on costs already included elsewhere. Do not count the same support service in both stabilization fees and a monthly subscription for the same period.

Separate released hours from cash savings

Suppose the pilot suggests the potential to release 420 hours a month, valued at $50 an hour. The result, $21,000, is a theoretical capacity value. It is not automatically $21,000 in avoided spending.

In the central scenario, only 180 of those hours would replace genuinely avoidable overtime at a marginal cost of $50 an hour. The other 240 hours would help existing staff absorb work without immediately reducing payroll.

• Overtime hours actually avoided per month — Central scenario: 180 hours; Downside scenario: 100 hours

• Cash outflows avoided at $50 an hour — Central scenario: $9,000; Downside scenario: $5,000

• Additional monthly operating costs — Central scenario: $8,000; Downside scenario: $8,000

• Monthly cash effect before financing and tax — Central scenario: +$1,000; Downside scenario: −$3,000

At $1,000 in net monthly savings, simply covering the $180,000 implementation envelope would take 180 months. That calculation excludes ramp-up, discounting and financing. Its purpose is to show that the retained savings alone do not recover the investment quickly.

The project might still create other value: processing more orders without a new hire, reducing costly errors or improving an important turnaround time. Estimate those effects separately and establish whether they can materialize. Do not count both released hours and additional sales as separate benefits when they describe the same value.

Put RAII funding in the right place in the budget

RAII accepts applications and supports activities including strategic AI adoption or integration by SMEs. In Quebec, CED describes interest-free repayable support of up to 50% of authorized costs for SMEs. The rate of up to 90% concerns non-profit organizations and does not automatically apply to a private business. The initiative is in effect until March 31, 2031. Source: RAII funding terms.

Consider a separate assumption: CED authorizes $120,000 in costs and approves a 50% contribution. That would provide $60,000 in funding. This illustration establishes neither eligibility, authorized costs nor an approved rate for your business.

Of the $180,000 implementation envelope, $120,000 would need other funding once the contribution has been received. The temporary cash requirement could be higher, depending on payment dates. Operating costs would still require separate funding in this scenario.

The $60,000 does not disappear from the project’s economic cost: it must be repaid under the agreement. Add repayments to the cash-flow scenario once the terms are confirmed. Interest-free assistance can make funding easier, but it cannot turn an operating loss into a gain.

The official page states that costs can be eligible from the application submission date. That does not confirm acceptance of each expense or approval of the project. Have CED clarify applicable costs, dates and conditions before making commitments. Source: RAII financial support and application.

Choose a full rollout, a smaller phase or a delay

The decision can be more precise than a simple yes or no.

• Deploy the planned scope — Situation that may support it: Benefits are measured, costs documented and cash can absorb a delay; Next evidence needed: Confirm commercial terms, controls and funding

• Deploy a smaller scope — Situation that may support it: Value appears concentrated in one team or transaction type; Next evidence needed: A limited quotation and results for that scope

• Defer the main commitment — Situation that may support it: Data, benefits or internal capacity remain too uncertain; Next evidence needed: A focused test addressing the most costly uncertainty

Set criteria for moving between stages: acceptable quality, cost per transaction, correction time and the availability of an operating owner. Define how to return to the previous process if the service falls short.

In this example, a smaller scope might reduce integration costs while retaining most benefits. That possibility needs a budget, not an assumption. Request a quotation for the smaller option and compare it with the full scenario.

Bring a clear investment decision to the funding conversation

Gather implementation and recurring costs, pilot evidence and two benefit scenarios. Add a cash-payment schedule and questions for CED about authorized scope, other funding sources, disbursements and repayments.

Our small-business funding guide can help place the contribution alongside other resources.

Next step: have operations and finance validate the budget and benefits together. You can then seek funding for a defined deployment instead of letting an assistance rate determine the size of your investment.