Intelligence Lab · Product 6

Forecast Explainability Studio

Explain why the models agree, where they diverge, and what changed in the forecast stack since the last update.

Unlock Forecast Explainability Studio access Back to Intelligence Lab
Ideal buyer
Skeptical investors, analysts, paying subscribers evaluating trust
Best tier
Pro
Primary visual
Model overlay + disagreement diagnostics
Continue your saved workflow
No workflow saved yet. Build your commodity workflow, save the names you care about, then return here when this module becomes decision-critical.
Build your workflow once, then use CommodityNode as a faster daily decision surface.

You already have a saved workflow. Re-open the live hub, then verify the scenario against your saved watchlist before the market reprices.

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Saved role
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Saved commodities
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Watchlist
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Freshness
Not saved yet
What problem this solves

Black-box forecasts lose trust

Users will only keep paying for model output if they can understand why the forecast is convincing, where disagreement sits, and how confidence changed over time.

What the product actually does

Make the forecast interpretable

Forecast Explainability Studio turns model spread, consensus drift, and state changes into a clear explanatory layer. It is one of the strongest retention and trust products you can add on top of the existing forecast stack.

Interactive demo embed

Preview the module on a live commodity

The demo uses the current CommodityNode data stack and your saved workflow context so each product page behaves like a real product surface instead of static sales copy.

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Success dashboard

Operational readiness for this module

Agreement score
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Day-30 gap
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Anomaly context
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Visualization system

How it should look on the site

  • Consensus vs model overlay
  • Agreement meter
  • Day-30 / day-90 gap cards
  • What changed since yesterday panel
Monetization logic

Why users would pay for this

  • Improves conversion because it makes premium forecasts easier to trust.
  • Sticky for paying users comparing model quality over time.
  • Natural bundle with reports and simulator.
Inputs

Data required

  • Chronos-2 path
  • TimesFM path
  • Consensus path and confidence
  • Daily change in forecast
Commercial hooks

How to gate it

  • Free: basic consensus only
  • Pro: full explainability stack
  • Desk: export and model diagnostics archive
Product-specific pricing block

Which plan should unlock Forecast Explainability Studio?

Explainability closes the trust gap between “interesting model” and “decision-grade workflow,” which is exactly where forecast products usually lose revenue.

Free
Public preview

Public model-stack preview with a simple agreement explanation.

Pro
Self-directed edge

Full explainability view: consensus vs Chronos-2 vs TimesFM with trust cues.

Best fit · Pro
Desk
Workflow depth

Historical audit trail, confidence changes, and review-ready model notes.

Enterprise
Team / API / exports

Governance exports, methodology packages, and compliance-friendly explainability history.

See pricing for Pro Request governance-ready explainability for your team
Execution notes

What “extreme polish” means for this module

  • Never present confidence without explaining what it means.
  • Highlight disagreement visually before using dense text.
  • Use deltas and update stamps to show freshness.