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Hype Cycle

A five-stage path technologies travel from innovation trigger through inflated expectations, disillusionment, enlightenment, and productive plateau.

Popularized by Gartner

Current readTrough of disillusionment·44%·stable

Overview

A new technology surfaces (innovation trigger), gathers more enthusiasm than evidence (peak of inflated expectations), collapses under disappointment (trough of disillusionment), is rebuilt around honest use cases (slope of enlightenment), and finally settles into durable production value (plateau of productivity). The stages are coarse, but the shape repeats often enough — across consumer internet, mobile, cloud, blockchain, AR/VR, and now generative AI — that the frame has clear diagnostic value.

Why it earns a place in the catalog

Strategy in technology-adjacent markets fails most often when leaders mistake stage. Building around peak expectations leaves a company exposed to the trough. Avoiding the trough leaves a company late to the plateau. The Hype Cycle is the schema for asking, before sizing the bet, which stage the technology is actually in — and how much of the team's read is borrowed from media velocity rather than deployment evidence.

The error is rarely the technology. It is the stage at which the bet was sized.

Origins and attribution

Popularized by Gartner research beginning in 1995 (originally credited to analyst Jackie Fenn) and published annually as the Gartner Hype Cycle, the framework has been refined across subsequent decades and now applies across technology categories. The schema's intellectual ancestors include the technology adoption lifecycle work of Everett Rogers (Diffusion of Innovations, 1962) and the chasm-crossing work of Geoffrey Moore (Crossing the Chasm, 1991).

How Numen reads it

Numen weighs media velocity (a coarse proxy for hype intensity), venture funding concentration in the affected category, public-company forward-multiple compression or expansion in the affected sector, and the gap between announced deployments and verified production usage. The reading lands on one of the five named stages; confidence is held lower than for credit-cycle schemas because the indicators are noisier.

Phases

  1. Stage 1

    Innovation trigger

    A breakthrough surfaces. Evidence is thin; possibility is large.

  2. Stage 2

    Peak of inflated expectations

    Enthusiasm runs ahead of deployment. Capital floods in. Promises outpace proof.

  3. Stage 3

    Trough of disillusionment

    Current read

    Failures accumulate. Capital retreats. The technology is declared dead by people who never used it.

  4. Stage 4

    Slope of enlightenment

    Honest use cases emerge. The technology is rebuilt around what actually works.

  5. Stage 5

    Plateau of productivity

    Durable production value. The technology disappears into infrastructure.

Indicators

SignalDirectionWeightLatestStage
S&P 500
fred_sp500
volatile1.00Trough of disillusionment
VIX
fred_vix
elevated0.80Trough of disillusionment
10-Year Treasury Yield
fred_dgs10
elevated0.50— all

Current reading

Trough of disillusionment

Confidence 44%·Trend stable·As of 2026-05-19

References

How Palanor watches this

Numen scores this schema continuously against the indicators above, joining the latest signal observations to the stage signatures and producing a weighted lean toward the stage that best fits the current composition. The global reading on this page is the public version. Stewards inside Palanor see the same schema tuned to their organization's strategic profile, with Numen commentary calibrated to their role and disposition.

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