Year-one return at a glance
Hard cash and freed hours are shown separately below. Freed hours become dollars only when AF&V puts them to work: fewer overflow invoices, no new designer hire as you grow, and managers spending the time on their accounts.
A field request, before and after
Today two designers support every account in both companies. A manager who needs an 8.5×11 for tomorrow's seafood boil either waits in the ServiceNow queue or makes something off-brand in ChatGPT.
Before 1–3 business days
- Manager writes a ServiceNow ticket, email or Teams message10–20 min
- Request waits in the design queue (80% marked urgent)1–3 days
- Designer pulls the right logo and photo from the file library15–30 min
- Designer builds the piece, then revisions back and forth~1 hr
- Overflow goes to the outside vendor~$20K/yr
Or the manager skips the queue and uses ChatGPT, and the account ends up with off-brand signage. The 1–3 day wait is AF&V's figure; the other step times are Arcovo estimates.
After ~3 minutes
- Manager opens Emily and picks a format: flyer, signage or ViewSonic slide1 min
- Priya pulls approved logos and assets from the brand libraryseconds
- Emily generates the piece on brand; manager refines it with a few prompts~3 min
- Manager downloads and prints. No ticket.same day
- Designers keep custom and strategic workbrand, openings
Brand rules are built in: 64 standardized logos that are never altered, and template areas managers can't change.
Four sources of value
Each line shows its math with the current assumptions. Green is cash AF&V stops spending. Blue is paid time handed back to your people.
Cumulative value against cumulative cost
Starts at go-live in October 2026. Value ramps up as training reaches the rest of dining (target November 6) and higher ed, reaching full run rate in month four. Cost is the $14,500 build plus $1,800 a month.
Turning same-day marketing into café revenue
You can't take savings to the bank, so this section is about revenue. Emily lets every account run promotions it could not get designed before: the obscure food holiday a client asks for, or a pop-up planned for tomorrow. Each one is a reason for guests to buy.
- Client experience. Same-day, on-brand material for client events. Quest once needed event signage in four or five hours, and clients ask for obscure food holidays the day before. Managers can now offer that within minutes.
- Brand protection in every account. Paige described walking into accounts where nothing was branded because managers used ChatGPT instead. Consistent branding protects the contracts the brand is meant to sell.
- A micro-marketer at every account. A single account gets its own on-site marketing help without adding headcount.
- Field insight. Monthly review of what managers ask Emily for shows which programs the field is missing.
- Designers on growth work. Freed hours go to high-impact and strategic projects such as new account openings, brand development and sales support.
"She is able to create on-brand assets in minutes. And this is where the true value of Emily is."Paige Crane, owner presentation, 10/14
Assumptions you can change
Every box starts with Arcovo's assumption. Type your own number or drag the slider, and the whole page recalculates. Each note says where the starting number came from.
CashOverflow design vendor
CapacityIn-house designers
CapacityField managers using Emily
CapacityBrand asset search with Priya
What the first weeks show
These are numbers from the live usage dashboard shown to ownership on October 14, before training reached most of the field. From here we report them monthly so the model runs on measured numbers instead of estimates.
"Three minutes is a far cry from submitting a ticket."Nick Salvagni, weekly review, 10/19
From one department pilot to an AI workforce
Ownership described this build as a pilot for other departments. Here is the path from what is live now.
Live with first accounts
- Emily and Priya live since 10/16
- 10 high-request accounts trained
- Marketing team on Priya
Dining rollout
- Most dining managers trained
- Higher ed trained, with school-branded templates
- RVP district calls; SSO opened to the field
All 155 users, AF&V and ADC
- Same flat $1,800/mo at full adoption
- Monthly ROI report from live usage
- Refine Emily for six months, as Nick recommends
Next departments
- Sales and proposal support
- Finance and operations use cases
Nick's rule of thumb for the next departments: an agent costs "about a tenth" of hiring for the role.
How we prove it over the next 90 days
Josh asked for numbers that can be validated. Each assumption above maps to something we can measure.
| Assumption | Measured by | Source | Owner |
|---|---|---|---|
| Overflow vendor spend falls | Monthly overflow invoices compared with the 2025 average | AF&V accounts payable | Nick / finance |
| Design requests shift to Emily | ServiceNow design tickets per month, before and after | ServiceNow export | Paige |
| Field adoption | Active users, generations, downloads, edits per download | Emily usage dashboard | Arcovo |
| Asset search time | Priya searches and downloads per user | Priya usage dashboard | Arcovo |
| Brand consistency | Spot audit of signage at 10 accounts, now and in 90 days | Field visits | Marketing |
| Growth | Promotions run, and café sales during promo weeks against baseline weeks | POS and Emily logs | Operations |