Why a real 5-item opportunity pack beats a fake 10-item report
It's tempting to round up. A "10 opportunities this week" headline sells better than "5." We don't do it, on purpose, and here's the honest math behind that choice.
The padding temptation
Every lead product faces the same pull: hit a round number. Ten leads feels complete. Five feels thin. So the easy move is to stretch — count a vague item twice, include a proclamation that mentions a road, or pad with national slop that has nothing to do with the city the vendor actually sells into.
The moment you do that, the product is lying to the buyer. A contractor who calls a "lead" that turns out to be a parade route stops trusting every other item on the list. Padding doesn't add value, it subtracts trust.
The real density finding
We ran every (metro, category) pair across the live 200-item
Legistar dataset and counted the distinct, real opportunities in each. The honest result:
| Metro / category | Real count | Note |
|---|---|---|
| Oakland, CA — engineering | 5 | Densest single pair in the dataset |
| Oakland, CA — staffing | 4 | Same metro, adjacent category |
| Seattle, WA — engineering | 3 | Same category, new metro |
| Oakland, CA — cyber / IT | 3 | |
| Alameda, CA — facilities | 3 | Bay Area neighbor |
Two facts fall out of this, and both are load-bearing:
Oakland civil engineering at 5 items is the densest single metro-and-category pair in the entire dataset.
No metro-and-category pair reaches 10 in this window. The maximum density is 5.
So a "10-item Oakland civil engineering report this week"
would be a fiction. There are 5 real ones. We ship 5. The full density analysis lives in
reports/adjacent_wedge_density_2026-06-13.md and is summarized on the
methodology page.
Honesty is the feature
- Every item is real. If we say 5, there are 5 things a vendor can actually act on.
- Every item is source-linked. You can click straight through to the city's own Legistar record and verify it yourself. No item exists that you can't check.
- We tell you when it's thin. If the densest wedge holds 5, we say 5 and explain why — we don't hide the count behind a marketing number.
- We tell you the compliant path to more. Want a denser weekly pack? Widen the fetch window from 30 to 90 days and add committee-level bodies — that grows the real count without padding. We publish that path instead of faking the number.
A vendor who trusts that 5 means 5 will act on all five. A vendor who's been burned by a padded 10 acts on none. The narrow, honest pack is the one that gets used.
See it for yourself
The Oakland civil-engineering pack is exactly 5 items because the data held exactly 5 real ones. Read it, click the Legistar links, and check our math.
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