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The AI that scored 95% — till consultants discovered it was AI
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The AI that scored 95% — till consultants discovered it was AI

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Last updated: December 9, 2025 11:43 pm
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Published: December 9, 2025
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Contents
Overcoming AI skepticismThe advisor time-shift: from tech execution to enterprise perceptionBringing new consultants up to the markLooking forward to the way forward for AI copilots

Introduced by SAP


When SAP ran a quiet inner experiment to gauge advisor attitudes towards AI, the outcomes have been hanging. 5 groups have been requested to validate solutions to greater than 1,000 enterprise necessities accomplished by SAP’s AI co-pilot, Joule for Consultants — a workload that will usually take a number of weeks.

4 groups have been advised the evaluation had been accomplished by junior interns recent out of faculty. They reviewed the fabric, discovered it spectacular, and rated the work about 95% correct.

The fifth crew was advised the exact same solutions had come from AI.

They rejected nearly every thing.

Solely when requested to validate every reply one after the other did they uncover that the AI was, in truth, extremely correct — surfacing detailed insights the consultants had initially dismissed. The general accuracy? Once more, about 95%.

“The lesson discovered right here is that we should be very cautious as we introduce AI — particularly in how we talk with senior consultants about its prospects and easy methods to combine it into their workflows,” says Guillermo B. Vazquez Mendez, chief architect, RI enterprise transformation and structure, SAP America Inc.

The experiment has since change into a revealing start line for SAP’s push towards the advisor of 2030: a practitioner who’s deeply human, enabled by AI, and now not weighed down by the technical grunt work of the previous.

Overcoming AI skepticism

Resistance isn’t shocking, Vazquez notes. Consultants with two or three a long time of expertise carry huge institutional data — and an comprehensible diploma of warning.

However AI copilots like Joule for Consultants are usually not changing experience. They’re amplifying it.

“What Joule actually does is make their very costly time far simpler,” Vazquez says. “It removes the clerical work, to allow them to concentrate on turning out high-quality solutions in a fraction of the time.”

He emphasizes this message always: “AI isn’t changing you. It’s a software for you. Human oversight is at all times required. However now, as a substitute of spending your time on the lookout for documentation, you’re gaining important time and boosting the effectiveness and element of your solutions.”

The advisor time-shift: from tech execution to enterprise perception

Traditionally, consultants spent about 80% of their time understanding technical techniques — how processes run, how knowledge flows, how features execute. Prospects, in contrast, spend 80% of their time targeted on their enterprise.

That mismatch is strictly the place Joule steps in.

“There’s a niche there — and the bridge is AI,” Vazquez says. “It flips the time equation, enabling consultants to take a position extra of their vitality in understanding the shopper’s business and enterprise objectives. AI takes on the heavy technical carry, so consultants can concentrate on driving the fitting enterprise outcomes.”

Bringing new consultants up to the mark

AI can be remodeling how new hires study.

“We’re excited to see Joule appearing as a bridge between senior consultants, who’re adapting extra slowly, and interns and new consultants who’re already technically savvy,” Vazquez says.

Junior consultants ramp up sooner as a result of Joule helps them function independently. Seniors, in the meantime, interact the place their perception issues most.

That is additionally the place many consultants study the basics of right this moment’s AI copilots. A lot of the work will depend on immediate engineering — as an illustration, instructing Joule to behave as a senior chief expertise architect specializing in finance and SAP S/4HANA 2023, then asking it to investigate enterprise necessities and ship the output as tables or PowerPoint slides.

As soon as they grasp easy methods to body prompts, consultants persistently get higher-quality, extra structured solutions.

New architects are additionally capable of talk extra clearly with their extra skilled counterparts. They know what they don’t know and may ask focused questions, which makes mentorship far smoother. It’s created an actual synergy, Vazquez provides — senior consultants see how rapidly new hires are adapting and studying with AI, and that momentum encourages them to maintain tempo and undertake the expertise themselves.

Looking forward to the way forward for AI copilots

“We’re nonetheless within the child steps of AI — we’re toddlers,” Vazquez says. “Proper now, copilots depend upon immediate engineering to get good solutions. The higher you immediate, the higher the reply you get.”

However that represents solely the earliest part of what these techniques will ultimately do. As copilots mature, they’ll transfer past responding to prompts and begin deciphering complete enterprise processes — understanding the sequence of steps, figuring out the place human intervention is required, and recognizing the place an AI agent may take over. That shift is what leads immediately into agentic AI.

SAP’s depth of course of data is what makes that evolution potential. The corporate has mapped greater than 3,500 enterprise processes throughout industries — a repository Vazquez calls “among the most dear, rigorously examined processes developed within the final 50 years.” On daily basis, SAP techniques help roughly $7.3 trillion in international commerce, giving these rising AI brokers a wealthy basis to navigate and cause over.

“With that degree of course of perception and knowledge, we are able to take an actual leap ahead,” he says, “equipping our consultants with agentic AI that may clear up complicated challenges and push us towards more and more autonomous techniques.”


Sponsored articles are content material produced by an organization that’s both paying for the submit or has a enterprise relationship with VentureBeat, and so they’re at all times clearly marked. For extra data, contact gross sales@venturebeat.com.

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