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Can an AI Agent Build Salesforce Configuration? What We Learned: Testing One on 44 Live Requirements

Based on Intuitive Intel’s case study

At a glance

  • What we tested: An AI configuration agent, built with our partner Intuitive Intel, running inside VFP’s delivery platform
  • What it worked on: 44 real requirements from a live Salesforce implementation, not a sandbox demo
  • How long it took: 4.5 hours, against a budget of 24 to 59 builder-hours
  • How accurate it was: 97.7% of in-scope components delivered correctly
  • What’s next: We’re aiming to cut go-live timelines by 50% on our next two implementations

Why did VFP put an AI agent on a live project?

Quick Answer: Because configuration is where implementation hours pile up. Once requirements are signed off, a large share of the budget goes to careful, repetitive build work in Setup. We wanted to know whether an agent could take that work on without cutting corners, and a live project was the only honest way to find out.

Demos are easy to win. Real requirements come with messy edge cases, dependencies, and a client waiting on the other end. So in August 2026, our consultants handed the agent the same requirements our builders would have worked from and compared the results against the budget.

What happened when the agent took on the build?

Quick Answer: It finished 44 requirements in 4.5 hours. The same work was budgeted at 24 to 59 builder-hours, which means roughly 82% of budgeted build hours came off the table. And it got 97.7% of the contracted components right on the first pass.

The numbers are good, but what surprised us was where the time went back. Our consultants didn’t disappear from the project. They spent it reviewing output, pressure-testing the design, and talking with the client about what actually matters to their business.

Does this mean AI replaces Salesforce consultants?

Quick Answer: No. The agent handled the build. People still owned the requirements, the design decisions, and the review. Without clean, well-structured requirements, the agent has nothing reliable to build from, so upfront consulting matters more now, not less.
That’s the part we think most firms will miss. We gained speed by pairing the agent with an already disciplined requirements process. Building faster on vague requirements just gets you to the wrong answer sooner.

What should Salesforce teams take away from this?

  • Test on real work. A live project tells you far more than a scripted demo.
  • Fix requirements first. Agent accuracy tracks requirement quality.
  • Measure against budget, not gut feel. Compare agent time to planned builder-hours for the same scope.
  • Keep humans on review. 97.7% is strong. The remaining 2.3% is why review still matters.
  • Reinvest the hours. Put saved build time into design, testing, and client conversations.

Want the full story? Read the complete case study from Intuitive Intel, including how the agent was set up and what we’re changing for our next two implementations: Salesforce Implementation Agent case study.

About Intuitive Intel: Intuitive Intel builds AI agents that plug into real delivery work. As VFP Consulting’s AI partner, the team built and deployed the Salesforce configuration agent featured in this post.

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Raul Acosta

Sales Director

As an agile, focused and collaborative team player Raul strives to consistently take a holistic approach and make an impact with each networking experience and partnership forged.

 

With 15+ years of experience in sales strategy, application sales, and relationship management, he excels at solving complex business challenges through data-driven insights, superior customer service, and relevant Salesforce expertise.

 

As a former trusted advisor at Certinia and Salesforce, Raul has successfully implemented strategies that drive revenue, align business units, engage target audiences, strengthen brand image, maximize productivity, develop people, transform processes, and improve overall customer experience, showcasing his commitment to clients, partners, and colleagues.

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Michael Kelly

Engagement Director & Head of Project Management

Michael, with a background in project financial management and analysis, has spent over a decade in various project management roles. Leading clients, project teams, and fellow project managers, he ensures successful project deliveries and implementations. Michael’s PMP Certification enables him to stay current with the latest industry standards and project management practices.

 

Passionate about his field and role, Michael finds fulfillment in successful projects, tangible results, and meeting client needs.

 

Throughout his experience in engagement management Michael has successfully led over 25 clients, projects, and go-lives. He has overseen a project budget portfolio of $25 million per year, managing 21 separate project engagement efforts concurrently for his client base. In his career, Michael has hired, trained, and personally managed a team of over 50 project managers.

 

He has also contributed to the development and training of new agile project methodologies in multiple companies.

 

Currently, at VFP, Michael has played a crucial role in implementing the new agile methodology across all active projects for their client base in 2023.

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Greg Plaisance

Managing Consultant

Throughout his career at VFP, Greg has progressed from the role of Consultant to Senior Consultant and currently serves as a Managing Consultant.

 

With 15 years of experience in the financial services industry, Greg possesses a diverse skill set that spans Retail Banking, Post Audit, and Consulting. He holds 3 Salesforce certifications and 2 Certinia certifications, showcasing his expertise in areas such as Accounting, Revenue Recognition, Billing, and leadership strategy. Greg’s extensive background equips him with a deep understanding of financial processes, enabling him to offer valuable insights and guidance to clients within the industry.

 

Passionate about process improvement, efficiency, and leadership he helps companies by managing the systems that support their core objectives, allowing them to focus on their key goals.

 

Greg aims to build VFP into a premier consulting firm that is highly sought-after by both clients and professionals as a desirable place to work.

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Kristin Hubbard

Managing Consultant

Kristin, a seasoned Salesforce and Certinia professional since 2011 specializes in Financial Management, specifically focusing on areas such as Billing, Revenue, and Accounting.

 

With a degree in Accounting, Kristin began her career as a Billing Specialist, where she actively contributed to the implementation of Salesforce and Certinia, showcasing her problem-solving skills and passion for process improvement.

 

Recognizing her abilities, she transitioned to the role of Certinia Administrator, playing a crucial role in the system’s global rollout. Later, as a Business Systems Manager, she assumed responsibility for the entire Salesforce platform. Motivated by her love for the job and a desire to help multiple organizations, Kristin pursued consulting, specializing in Certinia ERP and leading consultant teams for approximately eight years.

 

Since 2018, she has played a vital role in planning and executing the Florida Dreamin event. Recognized as a Salesforce MVP in 2023, she holds 7 Salesforce and 1 Certinia certification, demonstrating her expertise and dedication to growth.

 

Kristin understands the value of embracing technology and streamlining processes to reduce costs and enhance profitability. With expertise in Salesforce and Certinia, she guides organizations to implement efficient systems, optimize operations, and achieve financial success.

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Ty alibhai

Managing Consultant

Ty is a seasoned consulting leader who has focused his experience over the last 15 years on the Salesforce platform and solutions in its ecosystem. He brings 20+ years of business knowledge, consulting experience, and a knack for successful Salesforce and Certinia implementations in the quote-to-cash space. Ty has successfully implemented technology solutions such as Salesforce and Certinia to over 100+ customers over his career and has led/managed consultant teams of 5-10 people.

 

Graduating from UC Berkeley’s Haas Business School and with a strong background in Computer Science, he launched his career in technology consulting. He focused his career on the Salesforce platform after experiencing success at Salesforce in the early 2000s and growing that knowledge with consulting partners the latter half of his career. His knowledge spans multiple industries, solutions, and market segments from SMB to Enterprise level experience.

 

As part of his role at VFP, he effectively manages a team of consultants, empowering them to achieve their career objectives. He also leads project teams and ensures the seamless adoption of technology, thereby driving client success at VFP.

 

Driven by a strong desire to make a positive impact on customers’ lives by simplifying their experience with new systems he excels as a leader, mentoring consultants and guiding project teams to successful outcomes.

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Nick Anderson

Managing Consultant

A global Salesforce and Certinia consulting and implementation leader, Nick is an expert in his field with more than 8 years of experience on the platform, specializing in Quote to Cash and Professional Services Automation best practices.

 

With a focus on mid-market and enterprise accounts, Nick brings a deep knowledge of best practices to all aspects of client projects including change management, business process documentation & improvement, system configuration, revenue recognition and managed services.

 

With an extensive background in International Business and PSA solutions, Nick is the driving force behind the VFP consultants, helping the team tap into their full potential in order to deliver excellent results.

 

Never one to back down from a challenge, Nick embraces his ever-changing environment and encourages customers to do the same as a way to drive further success down the road. He stresses the importance of clear communication and building strong working relationships in order to effectively articulate a vision for the future of a business.

 

Using his own years of consulting experience as a touchstone, Nick’s focus is on developing talent and ushering in customer success for the VFP team across the board.

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Doug Johnston

Chief Operating Officer

Building scalable large-capacity services teams in enterprise environments for more than 25 years, Doug is focused on operational excellence and builds high-quality and high-growth companies and teams.  


As COO, Doug’s responsibilities encompass overseeing all facets of customer services including a Project Management team, internal operations, and a team of expert consultants. His primary focus lies in fostering a high-performing team and culture, guiding its development, providing support, and offering coaching to optimize efficiency.

Doug’s diverse experiences in industries including software services, government, private sector, medical, and beyond have led to the development of a global team, overseeing projects ranging from small initiatives to multi-million dollar implementations and long-term relationships with clients.


With unwavering determination, Doug strives to establish a top-tier consulting firm in collaboration with VFP’s CEO, Stephanie Taylor. Together they shared a vision that transcends software implementation, aiming to provide value, challenge conventions, and leverage expertise for optimal outcomes. Though strategies shift with growth, the core objective of building an exceptional company remains a constant in Doug’s journey. 


Doug joined VFP in its infancy, with a goal to grow the team and scale the operation – which is now doubling year over year, based on a passion for people matched with a deep sense of purpose. With 2x INC5000 placements under 1000, team growth of more than 10,000%, high customer success ratings and stability within the team, his leadership has proved vital to positive growth and long term stability for VFP. 

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Stephanie Taylor

Chief Executive Officer

A sought-after leader with a 20+ year history working with global Fortune 500 companies, Stephanie is a business process expert with a deep and well-recognized expertise in the Salesforce and Certinia ecosystems, with a focus on Quote-to-Cash, ERP, CRM, and Financial Management.

 

Stephanie founded VFP Consulting to offer companies with access to a 360 approach to not just implementing but managing their technology investments over time, from aligning people, process and product needs to long term management that maximizes the investment and fuels growth and business needs over time. 

 

Front-line experience overseeing 100+ projects and relationships with diverse clients, from mid-market enterprises to billion-dollar enterprises, Stephanie’s expertise spans high-growth businesses, private equity, mergers and acquisitions across various industries. Her leadership at VFP places a premium on the core values behind the name – Vision, Focus, and Passion.

  • Industry:
    Call Center Technology
  • Company Size:
    • 2,000+ employees around the world
    • 2,500+ enterprise, mid-market, and SMB customers in 104 countries
  • Solutions:
    Certinia Professional Services Cloud