Microsoft 365 Copilot and AI Use-Case ROI Sprint
A two-week, fixed-price sprint — $3,950 — that turns "we should do something with AI" into three costed, ranked use cases and a 90-day plan you can fund or decline on evidence. IT Partner interviews the people who do the work and the people who pay for it, runs two half-day workshops, and inventories every candidate use case across Microsoft 365 Copilot in the Office apps, Copilot Chat and its agents, agents built in Copilot Studio, Power Automate, and custom agents on Azure with Microsoft Foundry. Each candidate is scored on value, effort, data readiness and risk. The three finalists get a baseline in your own numbers — time per task, volume, cost, error and rework — a business case built from those numbers and nothing else, and the licensing path that fits: Microsoft 365 Copilot seats, pay-as-you-go Copilot Credits, Copilot Studio capacity, Power Automate plans or Azure consumption, at Microsoft's published prices on the day of the readout. You leave with a 90-day roadmap — owners, decision gates, measurement points — and an executive readout. We print no productivity statistics and promise no return; the sprint produces your baseline so the seat decision, the first agent and the renewal are made from evidence you own. Technical tenant readiness, deployment, training, agent builds and the licenses themselves are separate, and the roadmap is yours whoever does the work.
What this engagement is
Most Copilot decisions in 50-to-1,000-seat organizations are being made on someone else's numbers. At the time of writing Microsoft 365 Copilot lists at $30 per user per month on an annual commitment, and Microsoft 365 Copilot Business, for organizations of up to 300 users, at $21 — $18 under a promotion Microsoft runs through 31 December 2026 — in each case on top of a qualifying Microsoft 365 plan. Agents used by people without a seat are metered in Copilot Credits at $0.01 per credit on the pay-as-you-go meter, Copilot Studio capacity is sold in 25,000-credit monthly packs, and anything built on Microsoft Foundry is Azure consumption. None of those prices is the problem. The problem is that the case for paying them usually rests on a vendor's productivity study, a champion's enthusiasm, or a pilot that ran for a year without anyone deciding what it was supposed to prove. Two failure modes follow: seats for everyone and a renewal nobody can defend, or a perpetual experiment that never earns a budget line. Our note on measuring Copilot ROI before you scale sets out the break-even logic; this sprint is the engagement that runs it with your numbers, so the license decision, the first agent and the renewal are made from a baseline you own. The two weeks are built around the people who do the work, not the people who saw the demo. We interview the stakeholders agreed at kickoff — owners, operations, finance, and the team leads whose day the tools would actually change — and turn what we hear into a candidate inventory across five surfaces: Microsoft 365 Copilot inside Word, Excel, Outlook, Teams and PowerPoint; Copilot Chat, which every Microsoft 365 user already has, and the agents that live in it; agents built in Copilot Studio; Power Automate flows and AI Builder for document-heavy processes; and custom agents on Azure with Microsoft Foundry where the task outgrows the platform tools. Microsoft's Copilot Scenario Library is one input; the candidates that survive scoring almost always come from the interviews. In the first half-day workshop the inventory is scored, with you, on four criteria: value (how much time, volume or cost is at stake, in your figures), effort (build, licensing, change), data readiness (where the information lives, whether it is permissioned and labeled well enough for an AI to be allowed to read it, and whether it is in Microsoft 365 at all) and risk (regulated data, external-facing output, decisions with legal or financial effect). Data readiness is where this sprint and the Microsoft 365 Copilot Readiness Assessment meet: we score it as a business criterion; that assessment proves it in the tenant. The three finalists then get the treatment a CFO expects. Each gets a baseline — how many people, how often, how long, what it costs when it goes wrong — measured from your records, your systems and, where you already hold Copilot seats, your tenant's own telemetry: the Microsoft 365 Copilot usage report, the Copilot Dashboard where your license count meets Microsoft's threshold for it, Copilot Studio's agent analytics. We supply no industry statistics and no assumed productivity gain; if a number is not yours, it is not in the business case. On the cost side, each finalist gets its licensing path priced at Microsoft's published prices on the readout date — seats versus pay-as-you-go credits versus a Copilot Studio pack, Power Automate Premium or Process plans, Azure consumption for Foundry — plus the build, deployment and running effort as an estimate you can hold us to or take elsewhere. Microsoft's own guidance on agent value says to start with the problem and the outcome, choose one or two value signals, baseline them, and review at 30, 90 and 365 days; we follow it, and we define the measurement points before anything is bought so the first review has something to compare against. Where Microsoft's tooling ships default multipliers and a default hourly rate, we replace every default with your figure. The second workshop turns the finalists into a 90-day roadmap: a named owner per use case, a decision gate with the number that has to be true to pass it — pilot a small group, read the measurement point, expand or stop — and the source each gate reads from. The executive readout closes the sprint with a recommendation you can act on: buy, renew, pilot, build an agent, or not yet. Where a finalist needs tenant readiness work first, the roadmap says so and hands to the readiness assessment; where it needs deployment, training, an agent build or ongoing adoption management, it names the engagement and the fixed written price. The roadmap is written to be executed by us, by your own team, or by another partner — a decision that is entirely yours.
Success criteria
What you receive
How the work unfolds
We agree the decision the sprint serves (seats, renewal, first agent), the stakeholder list and interview schedule, the two workshop dates, and what business data you will pull — headcount by role, a loaded cost rate, volumes for the processes people complain about. Where you already hold Copilot seats or run agents, we agree read access to the usage reports.
Up to twelve 45-minute interviews with owners, operations, finance and team leads. We are listening for repeated work, waiting, rework and hand-offs, not for enthusiasm about AI. In parallel we read whatever telemetry exists — the Microsoft 365 Copilot usage report, the Copilot Dashboard where your tenant qualifies, Copilot Studio analytics — and start the candidate inventory.
The candidate inventory goes on the wall. We agree the weights for value, effort, data readiness and risk, score every candidate together, and leave with a ranked list and the three finalists — or a shortlist of five from which the finalists are confirmed once the baselines are in.
For each finalist we measure the status quo from your records and systems, price the licensing path at Microsoft's published prices, estimate build, deployment and running effort, and write the business case with every assumption visible. Gaps in the data are recorded as gaps, not filled with industry averages.
The business cases are challenged by the people who supplied the numbers. We define the measurement points, the decision gates and the owners, and draft the 90-day roadmap in the room.
The readout deck and the written recommendation go to leadership; the working files — inventory, matrix, baselines, business cases, measurement plan, roadmap — go to the roadmap owners with a walkthrough. Where a finalist needs readiness, deployment, build or training work, fixed written quotes are available on request.
Prerequisites
Who does what
IT Partner
- Run the interviews, build and score the inventory, and facilitate both workshops.
- Measure the baselines from your records and telemetry, record every source, and state every assumption in writing.
- Price each licensing path at Microsoft's published prices on the readout date, and the build, deployment and running effort as estimates you can hold us to.
- Define measurement points and decision gates that can be read from sources you actually have.
- Deliver the roadmap, the readout and the working files, and walk the roadmap owners through them.
- Say "not yet" where the numbers say so, including where that answer earns us nothing.
Your team
- Name the sponsor, the stakeholders and the roadmap owners, and make them available on the agreed days.
- Supply the business data — headcount, cost rates, volumes — and answer follow-up questions within days, not weeks.
- Grant read access to usage reports where Copilot or agents are already in use.
- Challenge the business cases in the second workshop; the numbers are only useful if your finance team believes them.
- Own the decision the readout recommends, and the roadmap after day 14.
What's not included
Limitations & technical notes
Frequently asked questions
Is Microsoft 365 Copilot worth it for a company our size?
Nobody can tell you that from outside your organization, and anyone who does is quoting someone else's numbers. What can be said is what the decision costs: at the time of writing Microsoft 365 Copilot lists at $30 per user per month on an annual commitment, or $21 for Microsoft 365 Copilot Business for organizations of up to 300 users (less under Microsoft's current promotion), on top of your existing Microsoft 365 plan — so a 200-seat decision is a five-figure annual commitment before deployment, training or governance. Whether the work it would change is worth more than that is exactly what the sprint measures, from your headcount, your volumes and your cost rate. The honest answer might be 'yes for these three roles, not yet for everyone else', and that is a better answer than a blanket license.
How is this different from the Microsoft 365 Copilot Readiness Assessment?
The readiness assessment answers 'can our tenant safely run Copilot' — permissions, oversharing, labels, DLP, audit — and ends in a go/no-go with a remediation roadmap. This sprint answers 'which use cases are worth paying for, what would they cost, and how would we know it worked' — and ends in three business cases and a 90-day plan. They are designed to run in either order: if you have not decided whether to buy at all, run this first and spend the readiness money only on the finalists that survive; if you have already decided and need to know whether the tenant is ready, run that one. Neither includes the other, and the roadmap from this sprint says where the readiness work has to happen.
We already have Copilot seats. Is a use-case sprint still useful?
Often more so, because now there is telemetry. Seats already assigned mean the Microsoft 365 Copilot usage report shows who uses what, the Copilot Dashboard adds adoption and retention where your license count qualifies, and a renewal is coming with a number attached. The sprint uses that data as a baseline: which roles actually use the tools, which use cases they have found on their own, and which paid-for seats have not been opened. The finalists in that situation are usually a mix — one use case to deepen where adoption is real, one to redeploy seats toward, and one agent that would serve people who never needed a seat.
What counts as a use case?
A repeated piece of work with a named owner, a measurable volume and a cost when it goes wrong. 'Summarize meetings' is a feature; 'get the weekly operations report out on Monday instead of Wednesday, without the analyst's Sunday' is a use case. Candidates come from the interviews and are mapped to the surface that would deliver them: Microsoft 365 Copilot in the apps for individual knowledge work, an agent in Copilot Chat or SharePoint for questions against a body of documents, a Copilot Studio agent for a process with steps and systems, Power Automate and AI Builder for document flows, Microsoft Foundry for anything that needs its own models, retrieval or integration. The surface decides the cost; the interviews decide the value.
Why exactly three business cases?
Because three is what a leadership team will actually fund, measure and remember, and because a deep business case takes real work — a measured baseline, a priced licensing path, an effort estimate and a measurement plan. Spreading that over ten candidates produces ten shallow ones. Everything else stays in the scored inventory with its reasoning, ranked, so candidates four onward are a re-score away when the first three have proven or disproven themselves.
Do you use Microsoft's or analysts' productivity statistics in the business case?
No. Vendor studies and analyst surveys measure other organizations, under conditions you cannot check, and they are the reason so many Copilot renewals are hard to defend. Every figure in your business cases is yours — headcount, volumes, time per task from the people who do it, a cost rate finance agreed — or Microsoft's published price. Where Microsoft's own tooling ships default multipliers or a default hourly rate, we replace each default with your figure or leave the line blank and say so. If a baseline cannot be measured inside two weeks, the case records the gap and the roadmap includes measuring it.
Which licensing options will you compare?
Whatever fits the finalist, priced at Microsoft's published prices on the readout date: Microsoft 365 Copilot seats on an annual commitment, or Microsoft 365 Copilot Business for organizations of up to 300 users, including how each interacts with the Microsoft 365 plan you hold; pay-as-you-go Copilot Credits for people who need an agent but not a seat; Copilot Studio capacity packs against the meter for agents you build; Power Automate Premium or Process plans and AI Builder for document flows; Azure consumption for anything on Microsoft Foundry. The comparison shows the crossover — the usage level at which a seat becomes cheaper than the meter, or a pack cheaper than pay-as-you-go — so the licensing path follows the use case instead of the other way round.
What does 'data readiness' mean in the scoring?
Whether the information the use case needs is somewhere an AI can be allowed to read it. Four questions: is it in Microsoft 365, or in a system that needs a connector; is it permissioned so the right people, and only they, can reach it; is sensitive content labeled and protected so an agent cannot surface what it should not; and is it current and structured enough to ground an answer. A finalist can score high on value and low on data readiness — that is usually the signal that the readiness assessment or Purview work has to run before the use case, and the roadmap sequences it that way.
Can the finalists be agents rather than Copilot seats?
Yes, and for many organizations that is the better first move. An agent in Copilot Chat or SharePoint answering questions against a body of documents, or a Copilot Studio agent that handles one process end to end, can serve people who would never justify a seat, metered in Copilot Credits rather than licensed per user. The sprint scores seats and agents on the same criteria, and the business case for an agent includes the build effort and the running cost as well as the credits — so a first agent is compared with a seat rollout on equal terms.
What happens after the sprint?
You decide, from evidence. The readout recommends buy, renew, pilot, build, or not yet, and the roadmap gives each finalist an owner, a decision gate and the number it needs. Most organizations then run a small pilot or a first agent build, read the measurement point at the first gate, and expand or stop from there. Where you want us to do the work, each handoff is a fixed written quote; where your own team or another partner does it, the working files are theirs to use. There is no lock-in in either direction.
Do we need Copilot licenses before the sprint?
No. The sprint is designed for the decision before the purchase, and most of its evidence comes from interviews and business records. Where seats already exist, their telemetry improves the baseline; where none do, the measurement plan names the tenant reports that switch on once they exist, so the 30- and 90-day reviews have data. We do not recommend buying seats to 'see what happens' before the sprint — that is the experiment the sprint is meant to replace.
Who needs to be in the room?
For the interviews: the sponsor, the people who own the processes under discussion, a finance representative who can stand behind a cost rate, the IT lead, and team leads or individual contributors who actually do the repeated work — they are where the real use cases come from. For the workshops: the sponsor and the decision-makers for the areas the finalists touch. The executive readout is for whoever signs the licensing decision. We keep the interview list to twelve so the two weeks hold; more can be scoped in writing.
What access do you need to our tenant?
Very little. Where you already hold Copilot seats or run agents, read access to the Microsoft 365 Copilot usage report and, where available, the Copilot Dashboard and Copilot Studio analytics — reporting roles, never global admin. Where you hold none, no tenant access is needed at all; the sprint runs on interviews and the business data you supply. We ask for the least access the job needs and record what was granted so you can revoke it after the readout.
How much does it cost, and when do we pay?
$3,950, fixed, for the two-week sprint as described — interviews, two half-day workshops, the scored inventory, three business cases, licensing paths, measurement plan, 90-day roadmap and executive readout — quoted in writing before work begins and paid after you approve delivery. Additional business cases or business units are quoted the same way. The prices inside the business cases are Microsoft's, and any licenses, credits or Azure consumption you go on to buy are separate transactions at Microsoft's published prices.