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Authority forecast brief

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Track the signals shaping your market and forecast what changes next.

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Expert review loop

Accurate forecasts to power AI agent decisions.

Experienced operators critique what the forecast weighted, what it missed, and when the recommended action should change.

Industry expert

Residential development director

Completed infrastructure should carry more weight than announced upgrades. Buyer behaviour changes after delivery, not at the press release.

Industry expert

Housing acquisitions lead

Closed sales and inventory absorption should carry more weight than asking prices alone.

Industry forecastDallas real estate

Lancaster is priced 18% below.

The model expects the price gap to narrow to 2% by Q3 2027 as commute-time gains and southern-sector job growth reach local sale prices.

18%current price gap

Next step: personalised action

Publish Lancaster guides now. Increase spend when closed-sale data confirms.

Start local content and outreach now. Increase investment only when closed-sale and inventory data confirm the price gap is narrowing.

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Execute with AIChatGPTClaude

Illustrative forecast, expert commentary and action plan

01 / 03

Decision-grade forecasts

Realtime commercial forecasts, tuned to every industry vertical.

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

Hospitality development01 / 05

Will the proposed 420-room waterfront hotel in Charleston begin construction before June 2027?

64%

Probability up 22 pts

Illustrative

Valuable to

Hotel developers, construction lenders, general contractors and tourism investment teams.

How it works

Know what's about to happen, and how to act.

Every Authority brief tells you the signals shaping your market as they happen, and exactly what to do next. Not just for your industry, but for your company and your role.

01 · Industry forecast · Real Estate, Dallas

Niche forecasts that impact your bottom line.

Lancaster is our leading Dallas opportunity: roughly 18% below estimated fair value, with most of the gap forecast to close within 18 months.

% below AI-estimated fair value

Lancaster
18%
Red Oak
14%
Seagoville
11%
Cedar Hill
8%
Forney
5%

Expected to close by Q1 2027

Example forecast from the Dallas Real Estate forecast brief

02 · SIGNAL

Track what's moving

We monitor the signals shaping your market as they happen: competitor launches, funding, regulation, platform shifts and more. Sourced and dated, not guessed.

Signal · Lancaster, Dallas · Updated quarterly

Lancaster is currently 18% below estimated fair value. We forecast the gap narrowing to 2% by Q3 2027.

Lancaster price gap to estimated fair value

Illustrative model estimate

Gap expected to close

89%

FORECAST WINDOW0%-10%-20%-30%Q1 '25Q3 '25Q1 '26Q3 '26Q1 '27Q3 '27TODAY -18%Q3 2027 -2%+16 POINTS

03 · ACT

Generate recommended actions for your AI agents and team members

Every signal comes with a recommended action - written for your industry, your company, and specifically for your role. A CFO and a marketing manager get different advice from the same signal.

For a Solo Agent

Recommended action: Publish hyper-local neighbourhood guides for Highland Park, Lakewood and Bishop Arts, and get them in front of buyers before they start their search elsewhere.

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Custompricing

Give your team and AI agents access to the most accurate industry forecasts, tuned on your own data.

  • Models tuned on your proprietary data
  • Custom industries, markets and forecast targets
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  • Dedicated implementation and expert support
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