Predictive Maritime Intelligence · Gulf Coast
We see the arrival before the data does.
Per-vessel ETA prediction for the Gulf Coast, shipped as a calibrated window with its coverage on the table. Graded transit by transit against the arrivals that actually happened.
- 97
- Ports live in production
- 349 K+
- Predictions graded against realized arrivals
- 7 h
- Median error at one day out
Why the hour matters
A vessel that arrives ‘on time’ can still wait two days at the berth — and the demurrage clock never stops.
→ An ETA isn’t a congestion call. Knowing the arrival hour is what moves the position.
Ledger / the cost of being late
- Self-reported
- The AIS arrival field, unvalidated and often left blank
- $15K–$25K
- What a single demurrage day costs
- Days early
- When the charter and hedge calls get made
The Overtake
Where the ship is is the easy part. We forecast the hour it reaches the berth.
Two vessels leave the same position. The AIS field hands you one number and no sense of how wrong it is. Polaris hands you a calibrated window that tightens as the vessel closes. About 7 hours of median error a day out, and we publish the whole curve past 28 days.
- AIS ESTIMATE
- 1 point no band
- Polaris
- ~7h median, 1 day out
What Polaris delivers
Four reads off the same water.
- ETA · CALIBRATED WINDOW
Calibrated ETA windows
Per-vessel arrival forecasts, each shipping as a window with its coverage disclosed, so you price against a band you can check. Built on AIS tracks with per-port, per-class conformal calibration, graded transit by transit across 97 ports.
- QUEUE · NOWCAST
Port-congestion nowcast
Queue-wait nowcasts at the ports that bind, calibration-verified across 19 ports and 53 port-and-class cells, so a berth backlog does not blindside a position or a charter.
- BRIEF · ON REQUEST
Market context brief
A written read on freight rates, forward-curve context, and what the queue and flow picture means for your next call. Hand-built analyst work, delivered on request.
- RECORD · PUBLISHED
Published error record
A per-customer accuracy card, plus the levers we tested and did not ship when they missed their pre-declared thresholds. We publish what failed.
How we know it works
Scored against the arrival, transit by transit.
Every forecast is graded against the realized arrival on held-out voyages: the hour the vessel actually reaches the berth is the only score that counts. The model runs gradient-boosted quantile heads with conformal calibration tuned per port and class, so each ETA ships as a window with its coverage disclosed. The figures below are what it has earned against ground truth across 97 ports.
28.9°N · 93.7°W · VALIDATION SET · GULF OF MEXICO
- LOG · 01 97 Ports live in production
- LOG · 02 349 K+ Predictions graded against realized arrivals
- LOG · 03 7 h Median error at one day out
Graded against ground truth, transit by transit, and logged.
Pricing · Free pilot to start
Engagements, priced by fleet.
Flat monthly tiers with a vessel cap, from a small watched fleet to bespoke desk research. Every engagement opens with a free three-week pilot, so you read the forecasts on your own vessels before you commit a dollar.
-
Free pilot
$0 · 3 weeks
- Weekly ETA and calibrated-window report on your own vessels
- No commitment, no card
- See the real numbers on your fleet before you decide
-
Vessel Watch
$300 / mo · up to 5 vessels
- Weekly per-vessel ETA with a calibrated arrival window
- Interval coverage disclosed on every window
- Per-customer accuracy card
-
Flow Intelligence
$600 / mo · up to 10 vessels
- Everything in Vessel Watch
- Port-congestion nowcast where covered
- Written market-context brief, analyst work on request
-
Strategic / Custom
from $1,000 / mo
- Larger fleets and bespoke coverage
- Berth-level work where the data supports it
- Corridor studies and custom engagements
All pilots are obligation-free · Reply usually same day · luke@driscollmaritime.com
Built on the Gulf
A maritime intelligence shop fixed on one coast.
Driscoll Maritime Intelligence reads the Gulf the way a desk reads a forward curve — close, specific, and answerable for every call.
Polaris is built and run by one operator who studies these waters full time. Every forecast is graded against the arrival that actually happened, transit by transit, on held-out voyages. The focus stays on the Gulf Coast and the method is on the table. That is the whole pitch: a vendor you can name, a record you can check, and a coastline we know close.
- Method
- AIS tracks run through gradient-boosted quantile models with per-port, per-class conformal calibration. Every ETA ships as a window with its coverage disclosed, graded against realized arrivals across 97 ports.
- Focus
- The Gulf Coast is the focus: Houston, New Orleans, Corpus Christi, and the export gateways along it. The model runs 97 ports in production across the wider trade, with the Gulf at the center of the work.
- Operator
- Founder-led and independent. You reach the person who builds the model, usually with a same-day reply.
Request Access
Know the arrival before the market does.
A short reply — usually same day.
28.9°N · 93.7°W · DMI · Polaris