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CONSEIL·LAB
Data & AI

AI & Automation Adoption

The case that funds an AI initiative on real value and real cost, cutting through the hype in either direction.
01What it is

AI and automation adoption is easy to sell on hype and easy to reject on fear. Finance wants a grounded case: what it actually saves or earns, what it truly costs to run, and where it breaks. We build the honest version.

02When a business case is required
Leadership wants AI but finance wants a defensible return.
A use case needs proving before scaling.
The client is weighing build, buy, or partner.
Run-cost, data-readiness, or risk questions are blocking approval.
A capital or risk gate stands in the way.
03What we build into the case
A baseline: current cost of the process the AI would change, and its error and delay.
A benefit model in value created or cost removed, with a realistic run-cost and named failure modes.
Option analysis: do nothing, assist, automate, against the baseline.
NPV, payback, sensitivity, and adoption and model-risk weighting.
A named business owner for the outcome.
04What you walk away with

The full roadmap. Phased implementation with gates, the tooling, and the roles to staff each phase, so the client sees exactly what they are getting into and how it gets done. That clarity is what turns a maybe into a yes.

The presentation

A board-ready deck

The case built to present, in your template and under your brand, that carries the number through the committee. We build it, and where it helps we are in the room with you.

The project document

A living project memory

The case written in full and structured to load into Microsoft Copilot. Mid-project, anyone can ask why a decision was made or what a number rests on and get the answer from the case itself. It stops being a document that dies at approval.

05The benefit
Funded, not deferred
The work gets approved this cycle instead of parked another quarter.
Priced fixed
You bid the outcome, not a day rate that races to the bottom.
Higher-value work
You sell the transformation, not the headcount.
CFO buy-in on record
A number the finance function signed off, to point to at every later gate.
The client has a map
They walk in knowing the path, which is what makes them commit.
Delivered as yours
Your brand, your relationship. We never appear as a vendor.
06The cost of not doing it
The initiative is funded on hype and disappoints.
Or killed on fear despite a real return.
Run-cost and failure modes are ignored until they bite.
With no baseline, value cannot be proven.
A pilot never scales because the case was never built.
07Proof

Delivered across tier-1 Canadian financial services and insurers.

Client names are confidential and never disclosed. The track record is anonymized for exactly that reason.

See if it fits

Want to see what a ai business case looks like?

A quick, no-pressure call to see if this is a fit for your firm. Bring a live account if you have one; you do not need to.

Book a fit callsales@conseillab.com