LensReading which lens this session carries.

Function cockpit

Research & Development

Agents run research operations. Scientists own hypotheses and conclusions.

Autonomy0% / 74%

Phase: Phase 2 — Supervised execution

Connect scientific programs to resources, evidence and decision gates: retrieval, scheduling, data integrity, simulation and reproducibility are agent work; hypothesis selection, safety and scientific conclusions remain human.

Trust score

0

Touchless

0%

Human review

0%

Override rate

0%

Capacity released

20-35% research-operating capacity (no presumption that success rates improve)

Accountable human

Chief Scientific Officer

CoS agent: R&D Chief of Staff

Eleven decomposed sub-functions, each with its own estate rating

Sub-functions

Research & Development, decomposed

Nobody automates a function.

Autonomy ceiling range

64%→91%

The binding constraint here is Innovation Portfolio — capped at 64%.

Agents assemble evidence and even recommend killing a program.

Discovery Research

Discovery Orchestrator · human owner Director, Discovery Research

BB

estate rating

Owns research thread work end to end inside Research & Development.

autonomy now 71%ceiling 78%

Literature synthesis and hypothesis generation are exactly where agents outperform — they read everything.

Units / wk

2,471

Agents

7

Lines

3

Cost / unit

$17

was $50

1 Orchestrator3 Task2 Strategy1 Challenger
10 in time2 late2 late and material
14 live units
Innovation Portfolio

Innovation Portfolio Orchestrator · human owner VP Innovation

BB

estate rating

Owns program work end to end inside Research & Development.

autonomy now 58%ceiling 64%

Agents assemble evidence and even recommend killing a program.

Units / wk

11,992

Agents

8

Lines

3

Cost / unit

$5.54

was $12

1 Orchestrator4 Task1 Observe1 Strategy1 Challenger
8 in time2 late0 late and material
10 live units
Experiment Design

Experiment Design Orchestrator · human owner Director, Research Methods

BBB

estate rating

Owns protocol work end to end inside Research & Development.

autonomy now 59%ceiling 72%

Protocol drafting and power analysis are agentic.

Units / wk

10,635

Agents

8

Lines

3

Cost / unit

$17

was $45

1 Orchestrator1 AI GBS2 Task1 Observe2 Policy1 Challenger c2l
12 in time5 late0 late and material
17 live units
Lab Operations

Lab Operations Orchestrator · human owner Director, Laboratory Operations

BBB

estate rating

Owns lab request work end to end inside Research & Development.

autonomy now 84%ceiling 91%

Scheduling, replenishment and instrument monitoring are pure logistics and run touchless.

Units / wk

9,721

Agents

8

Lines

3

Cost / unit

$2.96

was $13

1 Orchestrator2 AI GBS2 Task1 Observe1 Policy1 Challenger c2l
13 in time6 late0 late and material
19 live units
Data Science & Modeling

Modeling Orchestrator · human owner Director, Data Science

BBB

estate rating

Owns model work end to end inside Research & Development.

autonomy now 75%ceiling 83%

Training, validation and drift detection are fully agentic.

Units / wk

15,032

Agents

8

Lines

3

Cost / unit

$14

was $46

1 Orchestrator1 AI GBS3 Task1 Observe1 Policy1 Challenger data-analytics
15 in time4 late1 late and material
20 live units
Prototype & Pilot

Prototype Orchestrator · human owner Director, Product Development

BBB

estate rating

Owns prototype work end to end inside Research & Development.

autonomy now 76%ceiling 76%

Test execution, iteration tracking and feedback synthesis are agentic.

Units / wk

5,131

Agents

8

Lines

3

Cost / unit

$9.63

was $27

1 Orchestrator2 AI GBS4 Task1 Challenger c2l
11 in time5 late2 late and material
18 live units
IP Creation & Capture

IP Capture Orchestrator · human owner Director, IP Capture

BBB

estate rating

Owns disclosure work end to end inside Research & Development.

autonomy now 66%ceiling 80%

Detecting patentable work inside research output is something agents do continuously and people forget to do.

Units / wk

1,100

Agents

8

Lines

3

Cost / unit

$13

was $44

1 Orchestrator1 Observe3 Task1 AI GBS1 Strategy1 Challenger c2l
7 in time9 late1 late and material
17 live units
Regulatory Science

Regulatory Science Orchestrator · human owner VP Regulatory Science

BBB

estate rating

Owns submission work end to end inside Research & Development.

autonomy now 63%ceiling 66%

Requirement mapping and evidence assembly are agentic at scale.

Units / wk

22,214

Agents

8

Lines

3

Cost / unit

$15

was $40

1 Orchestrator1 AI GBS3 Task1 Observe1 Policy1 Challenger c2l
15 in time6 late0 late and material
21 live units
External Collaboration

Collaboration Orchestrator · human owner Director, External Innovation

A

estate rating

Owns collaboration work end to end inside Research & Development.

autonomy now 61%ceiling 70%

Scouting and milestone tracking are agentic.

Units / wk

6,778

Agents

8

Lines

3

Cost / unit

$3.65

was $12

1 Orchestrator5 Task1 Strategy1 Challenger
15 in time3 late0 late and material
18 live units
Technology Scouting

Technology Scouting Orchestrator · human owner Director, Technology Scouting

A

estate rating

Owns candidate work end to end inside Research & Development.

autonomy now 76%ceiling 84%

Landscape scanning and screening are continuous and touchless.

Units / wk

3,124

Agents

7

Lines

3

Cost / unit

$13

was $46

1 Orchestrator1 Observe3 Task1 Strategy1 Challenger
9 in time4 late2 late and material
15 live units
Portfolio Analytics

R&D Analytics Orchestrator · human owner Director, R&D Analytics

A

estate rating

Owns analysis work end to end inside Research & Development.

autonomy now 67%ceiling 86%

Health scoring and spend attribution are fully agentic.

Units / wk

173

Agents

8

Lines

3

Cost / unit

$557

was $2K

1 Orchestrator1 Observe3 Task1 AI GBS1 Strategy1 Challenger data-analytics
5 in time1 late3 late and material
9 live units

How to read an estate rating

The rating is not a maturity badge.

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