IdeaNavigator AI Daily opportunity briefs

Heat

Which windows are heating, and which are closing.

Most trackers report what already happened. Heat looks at the second derivative — is demand growth itself speeding up or slowing — and pairs it with how fast supply is saturating (incumbents staffing up, competitors getting funded). Every score below traces to a real, dated datum; where the data is thin or measurement-inconsistent, we say so and mark it low confidence rather than dress it up.

14 verticals scored
6 heating (opening / warming)
4 crowding / closing
0 high-confidence reads

As of 2026-08-31 — anchored to the newest change-ledger date, not the clock.

Scoreboard

The whole board, at a glance.

Demand acceleration runs -100 (cooling fast) to +100 (accelerating). Supply velocity runs 0 to 100 (saturating fast). Ordered heating first, closing last.

Vertical Band Demand accel. Supply velocity Confidence Ledger weeks
Agencies & Professional Services Warming +12 40 low 4
Cross-Industry Business Operations Warming +15 100 low 4
Construction & Field Trades Warming +14 100 low 4
Healthcare & Life Sciences Warming +30 0 low 4
Retail, E-commerce & Local Services Warming +43 0 low 4
Software, AI & Developer Tooling Warming +15 60 low 4
Education & Training Steady -17 83 low 4
Government & Public Sector Steady +4 33 low 4
Manufacturing & Supply Chain Steady -16 0 low 4
Nonprofits & Community Steady -8 33 low 4
Finance & Accounting Crowding -14 100 low 4
Hospitality & Food Service Crowding +2 100 low 4
Legal, Risk & Compliance Crowding -7 100 low 4
Real Estate & Property Crowding +6 100 low 4

The board, traced

Every score, back to its source.

Expand a vertical to see the exact drivers behind its demand and supply scores — each one names the real file, entity, and date range it came from.

Warming low

Agencies & Professional Services

Demand +12
Supply 40

Demand +0.12 / supply 0.4 from ledger share (early, low confidence) + GitHub trending; low confidence.

Freshness: newest source 2026-08-30

4 drivers with sources
Warming low

Cross-Industry Business Operations

Demand +15
Supply 100

Demand +0.15 / supply 1 from adoption regime + ledger share + GitHub trending; low confidence.

Freshness: newest source 2026-08-31

12 drivers with sources
Warming low

Construction & Field Trades

Demand +14
Supply 100

Demand +0.14 / supply 1 from ledger share (early, low confidence) + patent activity; low confidence.

Freshness: newest source 2026-08-30

4 drivers with sources
Warming low

Healthcare & Life Sciences

Demand +30
Supply 0

Demand +0.3 / supply 0 from adoption regime + ledger share + patent activity + regulatory clock; low confidence (softened from "opening" — thin, young, or stale data).

Freshness: newest source 2026-08-31

5 drivers with sources
Warming low

Retail, E-commerce & Local Services

Demand +43
Supply 0

Demand +0.43 / supply 0 from adoption regime + ledger share + regulatory clock; low confidence (softened from "opening" — thin, young, or stale data).

Freshness: newest source 2026-08-31

3 drivers with sources
Warming low

Software, AI & Developer Tooling

Demand +15
Supply 60

Demand +0.15 / supply 0.6 from adoption regime + ledger share + GitHub trending + regulatory clock; low confidence.

Freshness: newest source 2026-08-31

16 drivers with sources
Steady low

Education & Training

Demand -17
Supply 83

Demand -0.17 / supply 0.83 from ledger share (early, low confidence); low confidence (softened from "closing" — thin, young, or stale data).

Freshness: newest source 2026-08-30

3 drivers with sources
Steady low

Government & Public Sector

Demand +4
Supply 33

Demand +0.04 / supply 0.33 from ledger share (early, low confidence); low confidence.

Freshness: newest source 2026-08-30

2 drivers with sources
  • demand Ledger demand momentum (share of weekly activity) share 3.8% → 3.5%, 2nd-diff +0.09 ledger:government-public-sector weeks 2026-W33→2026-W35 (share-normalized; partial current ISO week excluded)
  • supply Funded incumbent — GovWin (Deltek) Private equity undisclosed company:GovWin (Deltek) funding 2016-12-01 · 2016-12-01 stale
Steady low

Manufacturing & Supply Chain

Demand -16
Supply 0

Demand -0.16 / supply 0 from adoption regime + ledger share + patent activity + regulatory clock; low confidence (softened from "closing" — thin, young, or stale data).

Freshness: newest source 2026-08-31

6 drivers with sources
Steady low

Nonprofits & Community

Demand -8
Supply 33

Demand -0.08 / supply 0.33 from ledger share (early, low confidence); low confidence.

Freshness: newest source 2026-08-30

2 drivers with sources
  • demand Ledger demand momentum (share of weekly activity) share 0.2% → 0.2%, 2nd-diff -0.2 ledger:nonprofit-community weeks 2026-W33→2026-W35 (share-normalized; partial current ISO week excluded)
  • supply Funded incumbent — Bonterra Acquisition-backed undisclosed company:Bonterra funding 2022-03-01 · 2022-03-01 stale
Crowding low

Finance & Accounting

Demand -14
Supply 100

Demand -0.14 / supply 1 from adoption regime + ledger share + patent activity + regulatory clock; low confidence.

Freshness: newest source 2026-08-31

8 drivers with sources
Crowding low

Hospitality & Food Service

Demand +2
Supply 100

Demand +0.02 / supply 1 from ledger share (early, low confidence) + regulatory clock; low confidence.

Freshness: newest source 2026-08-30

4 drivers with sources
Crowding low

Legal, Risk & Compliance

Demand -7
Supply 100

Demand -0.07 / supply 1 from adoption regime + ledger share + GitHub trending + patent activity + regulatory clock; low confidence.

Freshness: newest source 2026-08-31

8 drivers with sources
Crowding low

Real Estate & Property

Demand +6
Supply 100

Demand +0.06 / supply 1 from ledger share (early, low confidence) + patent activity; low confidence.

Freshness: newest source 2026-08-30

4 drivers with sources

Methodology & honest limits

What this can and cannot claim.

Heat scores whether each vertical's opportunity window is heating (demand accelerating) or crowding/closing (supply saturating). Every score traces to a real, dated datum; thin or discontinuous signals are marked low confidence rather than dressed up.

  1. Demand acceleration is a second derivative — is growth itself speeding up or slowing — not a level. Adoption earns high confidence only inside a measurement-consistent run; snapshot lanes remain confidence-capped until they accumulate enough history.
  2. Adoption download/star series in this repo stitch a curated early window to later live-fetched points, creating 3x–7x jumps in mid-June 2026. Those breaks are detected and excluded; acceleration is computed only within the most recent consistent regime, and the excluded break is named in each driver's source.
  3. The change ledger inflates weekly because the daily sweep grows, so each vertical is normalized to its SHARE of weekly activity before the 2nd difference. The ledger is only ~4 ISO weeks deep and its early weeks reflect onboarding, so ledger-only reads are LOW confidence. The current partial ISO week (2026-W36) is excluded.
  4. Hiring role counts and funding are supply saturation/velocity inputs only — never demand acceleration.
  5. GitHub trending and patents add bounded demand evidence; Product Hunt launch density adds bounded supply crowding; regulatory deadlines add demand only to explicitly tagged verticals. A single snapshot record cannot set a strong band by itself, and each new lane is capped at medium confidence until it has at least 8 weeks of data.
  6. Freshness SLA: when the newest datapoint in a contributing lane is more than 21 days older than asOf, every driver in that lane is marked stale and the vertical's confidence is capped at low.
  7. Low-confidence rows cannot claim a strong directional window: an "opening" softens to "warming" and a "closing" softens to "steady".

Vocabulary is deliberately consistent with the Intelligence dashboard's lifecycle timing (opening / watch / closing) — Heat is the accelerating-signal view of the same map.