Ask any experienced plaintiff attorney where a case is tried and you'll get an answer that's more specific than "Pennsylvania" or "New York." You'll get a county. That specificity isn't accidental — it's because jury verdicts for identical fact patterns can vary by 3–5x depending on which county the case is tried in.

Most case valuation tools don't capture this. Most AI scoring tools definitely don't. If your firm's intake process evaluates cases at the state level, you're leaving meaningful money on the table — and taking cases you shouldn't.

The county effect in real numbers

Consider the same exam fact pattern in two Pennsylvania counties:

Philadelphia County: Urban, diverse jury pool, Court of Common Pleas with specialized Complex Litigation Center. Historically one of the top-five plaintiff-friendly jurisdictions in the country.

Allegheny County (Pittsburgh): Urban, mixed demographics, more conservative jury tendencies. Substantial volume of industrial and commercial cases.

A delayed-diagnosis cancer case with documented damages might produce an $8M verdict in Philadelphia County and a $3M verdict in Allegheny County. Same facts. Same Pennsylvania law. Wildly different outcomes.

Now extend that across every county in a PI firm's footprint. Without county-level data, your case valuations are ranges so wide they're not useful for intake triage.

Why the variance exists

A few structural factors drive county-level variance:

Jury pool composition. Urban jurisdictions tend to produce more plaintiff-favorable juries. Rural and suburban pools trend defense.

Judicial philosophy and procedure. Some courts move cases to trial quickly; others sit on dockets. Trial-ready courts produce higher pre-trial settlements because defendants know they can't delay indefinitely.

Local bar dynamics. Some counties have a tight defense bar that coordinates on settlement values; others don't. This shows up in settlement ranges for comparable cases.

Procedural rules. Venue-specific rules (e.g., mandatory arbitration thresholds, fast-track programs) change case economics.

Historical verdicts. Juries in each county know what juries in that county have awarded before. Defense and plaintiff bars adjust their strategies accordingly.

None of this is controversial to a practicing trial attorney. It just hasn't historically been captured in software.

The geography problem most tools ignore

Most legal tech uses one of two approaches to geography:

State-level data. "Average personal injury verdict in Pennsylvania is $X." Useless for valuation — the state-level average washes out the 3–5x county-level variance.
No geography at all. "Average verdict nationally is $Y." Worse than useless — wildly wrong for any specific case.

For accurate case valuation, you need county-level data, applied to the county where the case would actually be tried — which is not always where the incident occurred or where the plaintiff lives.

How Valryn handles it

When a case enters Valryn, the AI extracts the incident city and state from the intake call, then resolves those to the incident county using a county-lookup model. The case is scored against comparable verdicts from the same county, same case type.

A Philadelphia slip-and-fall case is compared to Philadelphia slip-and-fall verdicts — not to Pennsylvania statewide data, not to the national average. Every case gets the geographic specificity that trial attorneys already think in.

Underneath: 1,767 personal injury verdicts indexed in PostgreSQL with pgvector, 1,382 of them enriched with county-level resolution. Search runs both semantically (OpenAI embeddings) and keyword (CourtListener) in parallel for every case — surfacing the most comparable verdicts regardless of how the case is phrased.

What to look for in your own process

If you don't use Valryn, or you want to pressure-test your own valuation process, here's the checklist:

Does intake capture the incident county? Not just the state — the county where the case would be filed.
Do your case-value ranges vary by county? If you have one range for Pennsylvania, you're aggregating across counties that behave very differently.
Do you know your firm's historical verdict/settlement data by county? Internal comparables are often the most valuable benchmarks you have.
Do you adjust your settlement demands based on venue? If the same injury type gets the same demand letter regardless of where it's filed, you're undervaluing cases in plaintiff-friendly venues.

The bottom line

Plaintiff firms already know county matters. The question is whether your operational tools reflect that knowledge — or whether you're losing precision every time a case passes through a system that flattens geography to the state level.

See how county-level benchmarks work in Valryn → Browse the verdict database →

County Matters More Than State for Personal Injury Case Valuation