Multiplik · Trade Marketing

80% of support tickets resolved without a human agent

Multiplik connects manufacturers with retail salespeople to turn incentive campaigns into sell-out. We refactored the platform's legacy code and brought a support chat and NF-e reading agents built on Anthropic's solutions into its operations.

80%

Fewer tickets handled by human agents

Hundreds

Of tickets a day, handled autonomously

200K+

Salespeople on the platform

Challenge

Manual work on one side, friction for salespeople on the other

Support and invoice checks depended on human effort to keep up with the volume. On the sales side, incentive campaigns still ran into barriers that demotivate and confuse salespeople, and can make them give up before they win.

Support that ran on people

The daily ticket volume depended on human agents, who spent their time on repeat questions instead of the hard cases.

Invoice checks done by hand

Brazilian electronic invoices (NF-e) were processed manually to validate the products purchased in each campaign.

Rules scattered across email, PDFs, and WhatsApp

Salespeople want to focus on selling, not dig for campaign rules across disconnected channels.

Sales logged incorrectly

Logging errors create doubt and frustration: salespeople lose trust in the campaign before they ever get paid.

They won, but they're still waiting

Days without an answer turn a win into anxiety, and the next cycle starts without motivation.

Invisible progress

Without seeing their progress, their ranking, or the reward getting closer, it's hard to keep up the pace and the enthusiasm.

Solution

Legacy refactored, AI in operations

Beyond refactoring the platform's legacy code, we delivered two implementations built on Anthropic's solutions — inside an operation that runs campaigns in four steps, from the brand creating the campaign to the salesperson getting paid via Pix, Brazil's instant payment system.

Smart support chat

  • Chat built and deployed on Anthropic's solutions
  • Dedicated security layers and protection against prompt injection
  • Hundreds of tickets a day handled autonomously
  • Human team freed up for the most complex cases

AI agents for NF-e reading

  • Agents that automate the reading of Brazilian electronic invoices (NF-e)
  • Extracted data structured and organized for validation
  • Automatic validation of purchased products, with no manual processing
  • More accurate checks and a faster purchase validation flow

01

The brand creates the campaign

Sets the rules, goals, and budget with full control.

02

Multiplik orchestrates

Engagement, validation, and traceability, all automated.

03

Salespeople take part

They track goals and rankings and build up rewards in real time.

04

Data and rewards

Returns with governance, auditability, and clear ROI.

Results

Results & impact

Both implementations run on a platform that has already paid out more than R$200 million in incentives.

80%

Fewer tickets handled by human agents

Volume that used to depend on the team is now resolved autonomously

Hundreds

Of tickets a day

Handled by the chat with no human intervention

Automated invoice checks

The agents eliminate manual NF-e processing and make purchase validation more accurate

200K+

Salespeople reached

The scale of the user base the platform serves

R$200M+

Paid out in incentives

Amount the platform has already made possible, in Brazilian reais

Need to modernize a legacy system without stopping operations?

Talk to our specialists and find out where refactoring and AI agents can take manual work off your team without compromising security.