Announcing collaboration with Oxford AI, to build the world's most accurate industry forecasting platform.

Know what's about to happen in your market.

Forecasts for specific industry events, continuously updated with live signals and expert evidence.

 
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London data centre83% likelihood

Data centre predicted to be entering procurement window

Assad NooriAndrew EldredIsabella L.B., PhD
Expert reviewed
Part of Mastercard Lighthouse

Industry partners

Quantified industry forecasts

We forecast the most valuable events in your industry.

Every forecast defines a measurable event, probability and time horizon. Experienced operators challenge the signals, assumptions and uncertainty behind it.

Industry forecastUS construction · school HVAC

School HVAC retrofits are entering a 90-day buying window.

127districts showing active buying signals

Probability of entering procurement within 90 days

Weekly model probability

25%50%75%12 weeks agoToday+12 weeks83%
ObservedForecastRange
Industry expertMechanical contractor growth lead

“Engineer selection and board-agenda approvals are stronger sales signals than broad capital-plan announcements.”

Industry expertEducation facilities adviser

“The real deadline is the summer shutdown. Contractors need to reach districts before equipment schedules are locked.”

Forecast outlook

Procurement likelihood is expected to peak before summer shutdown schedules are fixed.

The forecast rises most sharply after board approval and engineer appointment. It weakens when funding or viable shutdown dates cannot be confirmed.

Next 90 days

Updated as new approvals, procurement notices and expert evidence change the probability.

Realtime forecasts

We predict the most important commercial events globally.

Authority turns live industry signals into time-bound forecasts your team and AI agents can act on.

How it works

Know what's likely to happen, and why the forecast changes.

Every Authority forecast defines the event, probability and deadline, then records how new evidence changes the outlook.

1

Procurement forecast · US construction

Forecast when school HVAC projects will enter procurement.

The model tracks board approvals, engineer appointments and summer shutdown dates across a priority cohort of US school districts.

School HVAC packages entering procurement

Illustrative 90-day forecast · priority US districts

Forecast likelihood83%
Procurement window24%MAR36%APR49%MAY63%JUN76%JULAUG83% likelihood
2

Validate

Experts challenge the timing and buying signals.

Operators add the commercial context the data cannot see, then refine which opportunities belong in the forecast window.

Industry expert

Mechanical contractor growth lead

“Engineer appointment and board approval are the strongest early signals. Do not wait for the bid notice to begin account planning.”

Moved 22 districts into the priority cohort.

Industry expert

Education facilities adviser

“Only count funded projects with a viable summer shutdown. Scheduling pressure removes more opportunities than demand does.”

Removed 26 unfunded or mistimed projects.

Expert-reviewed opportunity cohort127 districts
3

Update

Track how the probability changes as new evidence arrives.

Authority updates the forecast as approvals, schedules and practitioner evidence change, preserving a clear history of the outlook over time.

Latest forecast update

Current likelihood

83%

Change

+20 pts

Time horizon

90 days

Each update records what changed, which signals moved the model and where uncertainty remains.

Be first with Authority.

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x: 118 y: 96x: 162 y: 462x: 221 y: 748x: 1044 y: 112x: 1180 y: 552x: 44 y: 288x: 946 y: 24x: 988 y: 960

AI search content licensing

Make your content more valuable to AI search.

License original Authority forecasts and expert commentary to publish within your own articles, reports and landing pages, giving AI search engines stronger evidence to discover and cite.

AI Search Content Licence

Custom

Embed Authority forecasts and expert commentary into your own content to strengthen its authority, freshness and usefulness for AI search.

  • Forecast charts and data for your own pages
  • Attributed commentary from niche industry experts
  • Embeddable blocks for articles, reports and landing pages
  • Regular updates so licensed content stays current
  • Clear source and methodology details
  • Website and content-publishing rights

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