Executive survey · Fielded August 3 to September 8, 2026. About
Incisiv executive research / 2026Agentic AI in B2B technology marketing

The unfinished work of AI

AI is speeding up the draft.
Your team still has to finish the job.

581US marketing & GTM leaders
320Companies represented
$50M+Annual company revenue
Study design ↗

Four chapters. Sixteen decisions.

Follow the work that still lands on your team.

01

The expertise bottleneck

AI keeps sending work back to your experts.

AI writes the first draft faster. Product marketing still checks that what it says about the product is true. Industry marketers still add what a retail or manufacturing buyer cares about. Sales still asks whether the pitch fits the customer. The same few people touch every version.

Explore chapter 01
65%

give AI the same facts about the company, the buyer or the brand again at least once a week.

Q5 · 575 people answered
01.1Your best product marketer is still the last stop.01.2Your team keeps teaching AI the same company.01.3The marketer with a working idea needs someone to build it.01.4You can start before you buy anything new.
02

The tool tax

Too many AI tools leave people doing the connecting.

The campaign team has AI built into five or six applications. Each one helps with a step. A person still carries the brief from one to the next, types the same instructions again and sorts out which version is current.

Explore chapter 02
45%

say the biggest constraint in their current tools is moving information between systems by hand, or integration and upkeep eating the expected savings.

Q7 · 578 people answered
02.1The hidden cost is the handoff between tools.02.2Changing AI should not mean rebuilding your campaign process.02.3Buy the one step you need instead of another seat.02.4Your next renewal should include an exit test.
03

The unfinished task

Approved AI still stops before the job is done.

Having a chatbot seat tells a CMO nothing about whether an account brief can land in the CRM, whether a campaign can be set up where it will run, or whether the result will pass review.

Explore chapter 03
47%

say the AI their company has approved usually stops at writing text or looking up information on a typical briefing or campaign task.

Q12 · 576 people answered
03.1Marketing needs a say in what the company’s AI must deliver.03.2Test what your approved AI can actually finish.03.3An internal brief should not wait in the same queue as a public claim.03.4A corrected draft should make the next draft better.
04

The team that has to change

Marketing’s AI lead cannot redesign everyone else’s job.

Marketing needs people who can say what a useful task looks like, put a working process together and judge the result. Appointing an AI lead inside marketing or sending people on a course leaves most of that change undone.

Explore chapter 04
46%

say their people got at most a course or self-study, or that roles and development plans have not changed.

Q16 · 577 people answered
04.1A course does not change who does the work.04.2Every recurring AI agent job needs someone accountable.04.3Let designers approve the templates and rules behind routine assets.04.4Your team may see a different level of readiness.

What published research has established

Everyone has a seat license.
Nobody has counted the rework.

Review is becoming a constraint.

Jasper’s 2026 research reports 91% AI adoption among surveyed marketers and growing difficulty with legal, compliance and brand review. It puts governance and measurable value at the center of the next stage.

Jasper, State of AI in Marketing 2026

Marketers are already building their own AI workflows.

Norwest’s B2B research identifies self-trained marketers as a major source of AI deployment. It gives CMOs a reason to develop the people already turning ideas into working processes.

Norwest, B2B benchmark 2025

The survey behind this report asks which steps remain manual, what prevents teams from changing them, and whether the CMO and the functional heads see the same readiness.

One company. More than one view.

The most useful comparison may be inside your team.

Inside the same company

Do you and your team see the same readiness?

41%

of matched companies have a marketing leader who rates this area higher than their functional colleagues.

Leader higher · 81Same · 66Functional heads higher · 49
Each square represents one matched company, grouped by comparison outcome. n=196 companies with valid Q1 ratings on both sides. One marketing leader compared with the mean of up to two functional heads. The difference does not establish whose view is right. Compare all four areas ↗

Your team’s next move

Where does the work
come back to people?

Answer four practical questions. See the comparison in each area and a specific task to tackle next.

Find your next move ↗

About two minutes. Immediate result. No email required.

Request the team benchmark and workshop ↗