Deployment value

Area: definition. Apply the shared measurement protocol.

Estimated progress toward AI-managed materials

15% complete — judgment-based estimate as of November 7, 2026. Confidence: low. The scale starts at 0% before ChatGPT's public release in 2022 and ends at 100% when AI manages the field's continuing advancement without human participation. This rates the outcome's contribution to that transition, not the percentage of tasks solved, a measured fraction of the field, or time remaining.

The shared scoring rubric uses five equally weighted dimensions: execution, breadth, agenda-setting, validation, and sustained autonomous improvement. Points for this outcome are 5 + 5 + 0 + 5 + 0 = 15/100, in that order; each dimension has a maximum of 20. These component judgments make the estimate inspectable, but are not independently measured scores.

Reason for the estimate: A mini-module connects laboratory discovery with a device, but commercial unit cost, field lifetime and self-managed deployment economics are unknown. The dated baseline below supplies the findings and source links used for this assessment. Unmeasured components receive no demonstrated-progress credit; missing evidence does not prove a missing capability.

What would move the score: Compare qualified modules against incumbent technology using yield-adjusted manufacturing costs, installation conditions, warranty-relevant degradation and lifetime delivered energy. Higher autonomy scores additionally require AI to select worthwhile work, validate results and improve the process over repeated cycles without human research management, repair or adjudication. Lower the score if replication fails, quality regresses or previously hidden human assistance is found. Preserve this dated estimate when adding future assessments.

Measurement and acceptance rule

Cost per qualified unit and lifetime performance against the existing material in a representative device.

Evidence requirements

Provide raw characterization data, uncertainty, synthesis records, impurity analysis, and application tests. Require an independent laboratory to reproduce synthesis and functional performance. Count novelty and usefulness separately: a new phase can have no practical advantage, and a useful processing improvement can involve a known material.

Related milestones

See the area's proposed milestones. Proposed targets are distinct from the dated evidence below.

Baseline as of November 7 2026

Status: Device performance demonstrated; commercial value unknown. Sources accessed November 7, 2026. This is a documentary baseline, not an independent replication or an assertion of the worldwide best result. An unknown measurement is not zero.

Dated findings

April 14, 2026: The perovskite study extends its laboratory approach to a mini-module. Autonomous perovskite optimization, Nature.

Interpretation and tracking value

No fully loaded cost per qualified commercial unit or field-lifetime comparison is established by that demonstration.

Next comparable measurement

Compare qualified modules against incumbent technology using yield-adjusted manufacturing costs, installation conditions, warranty-relevant degradation and lifetime delivered energy. Preserve this dated observation; append future results with their model/system version, denominator, budget and evidence level rather than overwriting it.