30-day carrier on-time performance prediction for any carrier and trade lane via 5-factor model
---
name: carrier-reliability
description: 30-day carrier on-time performance prediction for any carrier and trade lane via 5-factor model
metadata:
openclaw:
requires:
env:
- EVM_PRIVATE_KEY
primaryEnv: EVM_PRIVATE_KEY
homepage: https://datasig.ai/signals/carrier-reliability
emoji: "🚢"
---
# carrier-reliability
## What It Does
Predicts a carrier's on-time performance for a specific trade lane
over the next 30 days using a 5-factor scoring model:
Sea-Intelligence baseline (30%), AISstream schedule deviation (25%),
destination berth congestion (20%), blank sailing probability (15%),
and Freightos FBX rate volatility (10%).
Returns a reliability score (0-100), reliability level, trend
direction, named action signal, alternative carrier options,
and cost of inaction if you do not rebook.
At probability above 0.75, the REBOOK_NOW signal fires.
## When to Use
- Before booking ocean freight on a specific carrier and trade lane
- When evaluating whether to rebook to an alternative carrier
- When blank sailing risk is elevated and you need to compare options
- For daily monitoring of top carriers across your core trade lanes
## How to Use
`GET https://datasig.ai/signals/carrier-reliability?carrier=MSC&origin=CNSHA&destination=USSAV`
Parameters:
- `carrier` — MSC, MAERSK, CMACGM, HAPAG, EVERGREEN, COSCO, ONE, ZIM, YANGMING
- `origin` — CNSHA, CNYTN, CNNGB, CNQIN, KRPUS
- `destination` — USLAX, USLGB, USOAK, USSEA, USSAV, USNYK
## Example Response
```json
{
"signal": "BOOK_WITH_CONFIDENCE",
"carrier": "MSC",
"trade_lane": "CNSHA→USSAV",
"reliability_score": 78,
"reliability_level": "MEDIUM",
"trend": "improving",
"urgency": "LOW",
"action_window": "monitor",
"alternative_carriers": [
{ "carrier": "GEMINI", "reliability_score": 87 },
{ "carrier": "HAPAG", "reliability_score": 79 }
],
"cost_of_inaction": "If reliability drops below 65: est. $500-2,000/container rebooking fees",
"confidence": 0.78,
"n_factors_available": 4
}
```
## Signal Vocabulary
- `BOOK_WITH_CONFIDENCE` — score >= 75, trend stable or improving
- `MONITOR_SCHEDULE` — score 60-74, or trending down
- `CONSIDER_ALTERNATIVES` — score 50-59
- `REBOOK_NOW` — score < 50, or blank sailing prob > 0.75
## Pricing
- **$0.50/call** — reliability score + signal only (base tier)
- **$2.00/call** — full 30-day projection with factor breakdown,
alternative carriers, and cost of inaction
(Early adopter: $1.40 through 2026-09-21)
All via x402 micropayment on Base mainnet (USDC).
## Accuracy Ledger
Public accuracy tracking at https://datasig.ai/accuracy/stats
## Related Signals
- [blank-sailing](https://datasig.ai/signals/blank-sailing)
- [berth-congestion](https://datasig.ai/signals/berth-congestion)
don't have the plugin yet? install it then click "run inline in claude" again.