For community-affairs teams at data centers, fabs and plants
Is your community‑benefits plan written for this town, or any town?
Townsworth checks a data center’s or plant’s draft plan line by line. It marks lines that name no local partner, keeps the local institutions the plan already names, adds places that town’s residents favour (from Qloo’s local taste data), and costs each item from your fund.
+8local partners added
0 kept · 12 struck
Sponsor a STEM summer camp for local students
Struck · not local
Trades-training info night · University of Wisconsin-Parkside
#4 of 50 places locals favourJobs, water, power and tax come first. The program sits on top.
Microsoft’s commitments in Mount Pleasant open the memo, each with its source.
Jobs
2,000 jobs
expected at full build, Microsoft says
Source: Microsoft (opens in a new tab)
Power
100% of new generation
paid by loads of 100 MW or more (PSC, preliminary)
Source: Public Service Commission of Wisconsin (opens in a new tab)
Water
702,000 gal/day
peak use at full buildout, from city records
Tax
$1.4B minimum value
assessed by Jan. 1, 2028, with no public incentives
Source: Wisconsin Public Radio via Urban Milwaukee (opens in a new tab)
- As of 2026-10-27. All sources
Generic plan in. A costed, local program out.
Three layers, drawn from the Mount Pleasant run.
In
Bring the draft
The plan you already have. The facility’s commitments stay underneath it.
- Jobs 2,000 jobs
- Power 100% of new generation
- Water 702,000 gal/day
- Tax $1.4B minimum value
Signals
See where the town actually goes
Qloo ranks the places within 15 km of Mount Pleasant by how strongly locals favour them.
- #1 Racine Zoo
- #4 University of Wisconsin-Parkside
- #17 The Branch At 1501
- #20 Fountain Banquet Hall
Out
Get a costed program for the committee
Each item gets a venue or supplier and a cost from your fund. Residents rank it.
The memo The ballot- $18,000 Trades-training info night
- $24,000 Supplier day
- $200,000 Community grant
Would AI alone write the same plan? We tested it.
AI alone names the institutions. Qloo adds the places the town actually goes.
AI alone against Townsworth in six host towns, with plans frozen before we measured.
Partners that are institutions
Lower means more of the places residents actually go.
84%
of our local partners AI alone never named
Qloo adds what the model doesn’t know.
51%
of the partners AI alone named could be confirmed
On Qloo or OpenStreetMap, within 25 km.
3%
of picks change without Qloo’s taste ranking
Ordered by distance instead: 1 of 7 in Mount Pleasant. Modest, and measured.
A directional check, not a study. Unconfirmed doesn’t mean invented. Method and limits
Open any host town. The picks change because the town does.
Every pick comes from that town’s own Qloo taste data.
- Mount PleasantExampleData center · Wisconsin, USTop pick · Supplier day · 8.6 kmRacine Civic CentreLocal favourite: Milwaukee Art Museum8 local partners found
- ClayChip fab · New York, USTop pick · Supplier day · 13 kmSyracuse NationalsLocal favourite: Syracuse University7 local partners found
- New AlbanyData center · Ohio, USTop pick · Supplier day · 1.1 kmThe Estate at New AlbanyLocal favourite: Fox In The Snow8 local partners found
- AbileneData center · Texas, USTop pick · Supplier day · 3.3 kmMezamiz Coffee HouseLocal favourite: Aaron Watson (artist)9 local partners found
- KincardineNuclear plant · Ontario, CanadaTop pick · Supplier day · 1.2 kmDavidson CentreLocal favourite: The Reklaws (artist)6 local partners found
- KemmererThin dataNuclear plant · Wyoming, USTop pickToo few local places: enter partners from filingsLocal favourite: Backcountry0 local partners found
Or type any town
Any US or Canadian host town gets the same check, memo and exports.
Fair questions.
Each answer opens the live screen.
- Couldn’t ChatGPT do this?It names the institutions; 84% of our local partners it never names.See it
- Isn’t this a nearby-places list?Ordering by distance changes 3% of picks: modest, and measured.See it
- Does it replace jobs, water or tax commitments?No. They open the memo; the program sits on top.See it
- Are the votes and dollars real?The tally is simulated and predicts nothing; funds are illustrative.See it
Guardrails, built in
Jobs, water, power and tax come first
Not tied to any vote or permit
Residents set the order
No profiling of individuals