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. They automate the sub-functions inside it, at different speeds, with different ceilings. Each one carries its own orchestrator, its own human owner, and its own honest limit.

Autonomy ceiling range

64%91%

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

Agents assemble evidence and even recommend killing a program. Stopping or funding research is a capital decision with careers attached, so a committee owns it.

Discovery Research

Discovery Orchestrator · human owner Director, Discovery Research

BB

estate rating

Owns research thread work end to end inside Research & Development. Runs 3 lines across 17 stations, drains the repeatable share into no shared tower, and holds 2 human gates.

autonomy now 71%ceiling 78%

Literature synthesis and hypothesis generation are exactly where agents outperform — they read everything. A scientist validates before anything becomes a program.

Units / wk

2,471

Agents

7

Lines

3

Cost / unit

$17

was $50

1 Orchestrator3 Task2 Strategy1 Challenger
9 clear3 evidenced2 held
14 live units
Innovation Portfolio

Innovation Portfolio Orchestrator · human owner VP Innovation

BB

estate rating

Owns program work end to end inside Research & Development. Runs 3 lines across 16 stations, drains the repeatable share into no shared tower, and holds 4 human gates.

autonomy now 58%ceiling 64%

Agents assemble evidence and even recommend killing a program. Stopping or funding research is a capital decision with careers attached, so a committee owns it.

Units / wk

11,992

Agents

8

Lines

3

Cost / unit

$5.54

was $12

1 Orchestrator4 Task1 Observe1 Strategy1 Challenger
6 clear4 evidenced0 held
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. Runs 3 lines across 16 stations, drains the repeatable share into the C2L tower, and holds 4 human gates.

autonomy now 59%ceiling 72%

Protocol drafting and power analysis are agentic. Ethics clearance and scientific validity judgments are personally owned by a qualified researcher.

Units / wk

10,635

Agents

8

Lines

3

Cost / unit

$17

was $45

1 Orchestrator1 AI GBS2 Task1 Observe2 Policy1 Challenger c2l
12 clear2 evidenced3 held
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. Runs 3 lines across 15 stations, drains the repeatable share into the C2L tower, and holds 1 human gates.

autonomy now 84%ceiling 91%

Scheduling, replenishment and instrument monitoring are pure logistics and run touchless. Calibration certificates carry a technician signature.

Units / wk

9,721

Agents

8

Lines

3

Cost / unit

$2.96

was $13

1 Orchestrator2 AI GBS2 Task1 Observe1 Policy1 Challenger c2l
10 clear5 evidenced4 held
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. Runs 3 lines across 19 stations, drains the repeatable share into the DATA-ANALYTICS tower, and holds 4 human gates.

autonomy now 75%ceiling 83%

Training, validation and drift detection are fully agentic. Promoting a model to production requires a named reviewer, because a model in production is a decision-maker.

Units / wk

15,032

Agents

8

Lines

3

Cost / unit

$14

was $46

1 Orchestrator1 AI GBS3 Task1 Observe1 Policy1 Challenger data-analytics
13 clear4 evidenced3 held
20 live units
Prototype & Pilot

Prototype Orchestrator · human owner Director, Product Development

BBB

estate rating

Owns prototype work end to end inside Research & Development. Runs 3 lines across 17 stations, drains the repeatable share into the C2L tower, and holds 4 human gates.

autonomy now 76%ceiling 76%

Test execution, iteration tracking and feedback synthesis are agentic. Deciding to scale a pilot commits capital and operations capacity.

Units / wk

5,131

Agents

8

Lines

3

Cost / unit

$9.63

was $27

1 Orchestrator2 AI GBS4 Task1 Challenger c2l
12 clear3 evidenced3 held
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. Runs 3 lines across 16 stations, drains the repeatable share into the C2L tower, and holds 3 human gates.

autonomy now 66%ceiling 80%

Detecting patentable work inside research output is something agents do continuously and people forget to do. Inventorship is a legal attribution a human confirms.

Units / wk

1,100

Agents

8

Lines

3

Cost / unit

$13

was $44

1 Orchestrator1 Observe3 Task1 AI GBS1 Strategy1 Challenger c2l
12 clear3 evidenced2 held
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. Runs 3 lines across 19 stations, drains the repeatable share into the C2L tower, and holds 6 human gates.

autonomy now 63%ceiling 66%

Requirement mapping and evidence assembly are agentic at scale. Everything filed with a regulator is signed by a named officer with personal accountability.

Units / wk

22,214

Agents

8

Lines

3

Cost / unit

$15

was $40

1 Orchestrator1 AI GBS3 Task1 Observe1 Policy1 Challenger c2l
14 clear2 evidenced5 held
21 live units
External Collaboration

Collaboration Orchestrator · human owner Director, External Innovation

A

estate rating

Owns collaboration work end to end inside Research & Development. Runs 3 lines across 19 stations, drains the repeatable share into no shared tower, and holds 6 human gates.

autonomy now 61%ceiling 70%

Scouting and milestone tracking are agentic. Anything that shares data or publishes results outside the company is cleared by counsel every time.

Units / wk

6,778

Agents

8

Lines

3

Cost / unit

$3.65

was $12

1 Orchestrator5 Task1 Strategy1 Challenger
10 clear4 evidenced4 held
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. Runs 3 lines across 16 stations, drains the repeatable share into no shared tower, and holds 3 human gates.

autonomy now 76%ceiling 84%

Landscape scanning and screening are continuous and touchless. Engaging a target company is a corporate development act with a named owner.

Units / wk

3,124

Agents

7

Lines

3

Cost / unit

$13

was $46

1 Orchestrator1 Observe3 Task1 Strategy1 Challenger
6 clear4 evidenced5 held
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. Runs 3 lines across 14 stations, drains the repeatable share into the DATA-ANALYTICS tower, and holds 3 human gates.

autonomy now 67%ceiling 86%

Health scoring and spend attribution are fully agentic. The readout is reviewed by a leader before it influences funding conversations.

Units / wk

173

Agents

8

Lines

3

Cost / unit

$557

was $2K

1 Orchestrator1 Observe3 Task1 AI GBS1 Strategy1 Challenger data-analytics
8 clear0 evidenced1 held
9 live units

How to read an estate rating

The rating is not a maturity badge. It scores seven control dimensions — control coverage, evidence quality, override discipline, data integrity, recovery readiness, cost transparency, and judgment readiness. Judgment readiness runs deliberately against autonomy: a sub-function that has pushed automation hardest usually scores worst on whether a human could still take the decision back.

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