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From Agentforce Pilot to Scale: What We’ve Learned and What Comes Next

By Editorial Team · · 4 min read
Df26 Perficient Salesforce 2

A Salesforce field change rarely affects one field. 

It can touch flows, validation rules, reports, integrations, Apex, and the business processes built around them. Before making the change, someone has to trace those connections, determine what could break, and involve the right people. 

Agents face the same challenge on a larger scale. They cannot take useful action if they understand only one task or system. They need the right context, clear rules, and people who know when to step in. 

That is what we are building through our Agentic Front Office. 

At Dreamforce 2026, we’ll share what we’ve learned from putting this model to work inside our organization. We’ll also show how our strategic partner Swantide helps bring it to life by mapping Salesforce metadata and dependencies. That context gives teams a clearer view of what a request could affect before work begins. 

We Started with Our Own Business  

We decided our Agentic Front Office should prove itself inside our business first. 

Our sellers were searching for information, rebuilding context, rereading notes, and logging activity after the fact. In our initial assessment, 59% said they spent more than 40% of their time on non-selling work. They rated their tools just 3.9 out of 10. 

Adding agents on top of those processes would not have solved the problem. It might have helped a bad process move faster. 

Instead, we began connecting the systems, data, workflows, and knowledge agents need to reduce manual work and move requests forward. Swantide supports that effort by scanning our Salesforce environment and showing how configurations and dependencies connect. 

We’re still learning from the build, including what works, where teams run into friction, and what needs to be in place before Agentforce can move beyond a pilot. We’ll share more of those lessons at Dreamforce, along with how they shape the work we do with clients. 

From a Business Request to a Build Plan 

One place this approach makes an immediate difference is in planning a Salesforce build.  

Consider a request to change an approval process. 

The team needs to know which fields, flows, rules, and integrations are involved. An architect needs to see how the request fits the current design. Developers need clear requirements, and QA needs test cases that reflect how the org works today. 

Much of the delay happens before anyone starts building. 

Our Agentic Front Office connects the request to the people and work that follow. Swantide provides the Salesforce context, helping teams map the request to the current org, check its impact, draft a solution design, and create a test plan from the same metadata and business requirements. 

Documentation takes shape along the way instead of becoming a cleanup project after deployment. 

People still make the decisions; they have better information sooner. 

Built with Enterprise Controls 

Moving faster only works when teams can trust how agents operate. 

We help clients decide where agents fit into the work, what they should be allowed to do, and when a person needs to review or approve an action. Swantide backs those decisions with enterprise controls built for Salesforce delivery. 

The platform works with Salesforce metadata, including fields, flows, objects, validation rules, Apex, and dependencies, without accessing record-level data. Permissions control who can ask questions and make changes. Access to modify metadata must be granted. 

Teams can also review agent activity, including who started an action, what metadata was involved, and what changed. We help clients build these controls into their workflows with clear approval points and accountability. Changes remain documented, reviewable, and reversible. 

That is how teams move faster without giving up control of the org. 

Make the Agentic Front Office Work Across Salesforce 

At Dreamforce, we’ll walk through common Salesforce delivery scenarios and show where AI fits into our Agentic Front Office. See how teams can: 

  • Trace the downstream impact of a proposed change 
  • Find dependencies before approving a design 
  • Generate test cases from an org’s current configuration 
  • Turn a business request into requirements, documentation, and build steps 
  • Review agent actions while keeping people involved in approvals 

These tasks fill Salesforce backlogs and pull experienced team members away from more valuable work. The demos will show how teams can move through that work faster without losing visibility or human oversight. 

See How to Take Agentforce from Pilot to Scale 

Join Chelsea Monda and Alex Euziere for “Agentic Front Office: From Pilot to Scale with Agentforce.” They’ll share how Agentforce can help your teams qualify faster, give sellers the context they need, speed up proposal development, and resolve customer needs with less manual effort. Drawing from our Customer Zero build and client work, they’ll break down how to connect data, rethink workflows, and keep people involved as you move from pilot to scale. 

Agentic Front Office: From Pilot to Scale with Agentforce 

When: September 17, 2026 | 1:30-2:10 p.m. 

 Where: Moscone South, Lower Level 

 Session Location: Content Pavilion, Stage 7 

Beyond the Session: Perficient at Dreamforce 2026  

There’s more happening throughout the week. Explore our executive meetings, live demos, thought leadership sessions, and networking events in our complete guide to Perficient at Dreamforce 2026.

About Swantide
Swantide is the AI infrastructure layer powering enterprise software implementations and ownership. We are backed by Menlo Ventures, Scribble Ventures, Neo, Village Global, and Burst Capital.  Learn more at swantide.ai.

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Editorial Team

The Editorial Team delivers updates on what is happening across Perficient, highlighting the news, milestones, and events that move our business forward.