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Ghost Town Intelligence

How Ghost Town Intelligence works

Ghost Town Intelligence isn't a single fishing report or a chatbot with a search box bolted on — it's a system that reasons over multiple kinds of evidence together, and says plainly how confident it is.

This page

Ghost Town Intelligence

Answers "How does Ghost Town know this?" — it explains and surfaces the intelligence system itself.

The interface

Ask Ghost Town →

Answers "What should I do?" — the interactive way to actually use Ghost Town Intelligence for your trip.

Inputs

What goes into a recommendation

Current observations

Fishing reports and conditions published by fly shops, guides and agencies.

Flows, snowpack & weather

Environmental measurements from sources like USGS and SNOTEL, tracked over time.

Hatch evidence

What's been observed emerging, tied to a water, a season, and a source.

Historical patterns

Multi-year context, not just what happened yesterday — important for trips planned far in advance.

Geographic specificity

Evidence is kept at the level a source actually reports it — water, stretch, valley, region or country. Ghost Town does not invent precision a source didn't provide.

Your objective

Species, trip length, time of year and how far out you're planning all shape what's relevant.

Where things stand

What's live, what's being built, and where this is going

Ghost Town Intelligence is being built in stages. We'd rather show you exactly where the line is today than let the branding imply more than the system currently does.

Live today

Ask Ghost Town — Slovenia

Ask Ghost Town's first end-to-end intelligence slice reasons over real, source-traced evidence for Slovenia's waters and returns ranked recommendations with confidence and sources.

Try it →
In development

Broader water coverage

Additional waters (like the Henry's Fork and Animas River) already have real source evidence flowing in, but don't yet have the full live Ask Ghost Town experience Slovenia has.

Vision

Global, structured hatch & fly intelligence

The long-term goal: structured hatch and fly knowledge, deep historical pattern coverage, and predictive intelligence across every water Ghost Town tracks — not just current reports.

Time horizons

Current data and historical data serve different purposes

A report from yesterday is exactly what you want if you're fishing tomorrow. It's much less useful if you're planning a trip eight months out. Ghost Town distinguishes between these cases rather than treating every question the same way:

Planning (months out)

Weighted toward historical patterns — seasonal timing, typical flows, typical hatch windows.

Preparing (weeks out)

A blend — historical expectations, checked against anything current that's changed.

Fishing now / today

Weighted toward the most current evidence available for that specific water.

Confidence

Confidence, not false certainty

Ghost Town Intelligence distinguishes current observations, recent observations, historical patterns, source recommendations, and its own inferences from one another — and shows an overall confidence level rather than presenting every answer with the same authority. When evidence is thin or a mapping is uncertain, it says so instead of inventing specificity.

You'll often see language like "folks are seeing" or "local reports have been pointing toward" — that's Ghost Town describing what third-party sources observed. Anything Ghost Town concludes on its own is labeled as Ghost Town Intelligence, kept clearly separate from what a source actually said.

Sources & Attribution

Every fact traces back to where it came from

Structured facts in Ghost Town Intelligence are tied to a source — a fly shop, a guide, a government fisheries agency, a monitoring station — and, where appropriate, a specific report or reading. Ghost Town does not fabricate provenance: if a source can't be established, the record is flagged for review rather than presented as fact. Ask Ghost Town's responses cite sources so you can see the evidence directly, not just a conclusion.

How the evidence is handled What Ghost Town reads

Try it

See it work on a real question

Ask Ghost Town about a Slovenia trip — the first live vertical slice of this system.

Ask Ghost Town