Is CropIntel a substitute for AHDB?

No. AHDB is reporting + slower-cadence outlook commentary; CropIntel is daily directional forecasting. CropIntel uses AHDB Corn Returns prices as input data.

What does CropIntel do that Stratégie Grains doesn't?

UK regional granularity (11 DEFRA regions), daily refresh cadence, and a real-time farmer sentiment overlay. Stratégie Grains has European breadth that CropIntel does not attempt.

Could a quant team rebuild CropIntel?

Not quickly, and not cheaply. The model is calibrated on more than two decades of regional data, the practitioner corpus is hand-curated and proprietary, and a credible public track record only accrues one harvest at a time, calendar time, not engineering time. A team starting today is years behind by definition. Buying the working system and its record beats a multi-year build from zero.

CropIntel vs alternatives

A factual side-by-side of the main UK arable market intelligence sources. CropIntel is positioned as forecasting, UK-deep, real-time-sentiment-aware, complementary to several of these, not a direct substitute for all.

Capability	CropIntel	AHDB	Stratégie Grains	AgriBriefing	In-house quant
Update cadence	Daily	Weekly / monthly	Monthly	Daily news	Variable
Forecasting (vs reporting)	✓	Reporting	✓	News + commentary	✓
UK regional granularity	11 DEFRA regions	Regional reports	National	Editorial	Variable
Real-time farmer sentiment	✓	Crop condition surveys	n/a	Anecdotal	n/a
Walk-forward backtest published	✓ (62.3%)	n/a	Internal	n/a	Internal
Audit-friendly methodology	Public	Public	Subscriber	Editorial	Internal
Subscriber-only signal	Today's call (public)	Detailed reports	Full report	Full archive	All
Access	Public (free) · acquire POA	Levy-funded	£10k+/yr	£3-10k/yr	Headcount cost

How CropIntel fits

Alongside AHDB. AHDB's Crop Condition Survey and Corn Returns prices are the public-good baseline; CropIntel uses AHDB Corn Returns prices as input data and treats AHDB's editorial reports as one of the canonical UK references. CropIntel is forecasting; AHDB is reporting + outlook commentary at slower cadence.

Alongside Stratégie Grains. Stratégie Grains is the European reference for grain market analysis. CropIntel is more granular at the UK regional level and faster (daily vs monthly), but Stratégie Grains has European breadth that CropIntel does not attempt.

Alongside AgriBriefing / Farmers Weekly / Farmers Guardian. Trade press fills a different need, context, narrative, and editorial judgement. CropIntel produces a directional yield signal; the trade press tells you what's behind it.

Versus an in-house quant. Building an equivalent in-house is a multi-year programme, not a quarter's work: a model calibrated on two decades of regional data, a hand-curated UK arable practitioner corpus, and a public track record that only accrues one harvest at a time. That track record is the catch, it's calendar time, not engineering time, so a team starting today is years behind by definition. Most desks conclude that buying the working system and its record beats funding a build from zero.

When CropIntel is the wrong choice

If you need European-wide grain coverage rather than UK depth, use Stratégie Grains.
If you need editorial market commentary rather than a directional signal, use AgriBriefing.
If you have an in-house quant team and a multi-year forum-data ingest already running, you don't need CropIntel, though you might benefit from a methodology comparison.

Related: Methodology · Track record · The opportunity · Statistics