COMPARISON

AI-Powered Freight Billing Dispute Recovery Automation

Let AI handle dispute tracking, rate verification, and cash application while your team focuses on exceptions.

Trusted by the best

The Challenges Logistics Brands Face
Scattered Data

Data usually lives in silos, for example, sales data in NetSuite, marketing spends in Snowflake, international sales scattered across journal entries with no SKU-level detail.

Manual Work Overhead

Teams spend hours every month manually pulling data together for analysis. Because there's no other way to see the full picture.

Human Error

Manual data entry mistakes create discrepancies between system records and actual stock levels.

Manual Forecasting Limitations

With manual forecasting, retailers often miss cannibalization analysis, pricing elasticity, marketing spend ROI by SKU, seasonal pattern detection, and more. 

How Adopt AI Solves It
Monitor Portals Automatically

AI Agents automatically log in to your audit portals using service accounts. Check every 5-10 minutes for status updates. Track all scenarios - disputed, processed, and open. No more manual logins required.

Track Everything in One Dashboard

View disputes from all the portals in one view, including all the details like invoices, contracts, and negotiated rates the agent collected. Timestamp and status-change logging for the audit trail. No fragmented data gathering.

Connect Your Internal Systems

Easily pull contract data from your ERP to verify negotiated rates. Log disputes in Salesforce automatically and updates when disputes are resolved. 

Human in the Loop

AI agents flag anomalies like sudden demand spikes or inventory mismatches for human review before executing high-stakes decisions like expediting large purchase orders.

Get Dispute Recommendations

The agent analyses invoices, contracts, and negotiated rates, and recommends appropriate next steps. Evidence trail includes everything, including contract references, rate comparisons, and historical precedents.

Integrate Marketing Spend

Snowflake API pulls daily spend by channel, brand, and region with history for seasonal patterns. Looker handles legacy programmatic data while SharePoint imports promotional calendars.

Integrations

Connect with your existing tech stack within minutes!

PLATFORMS WE CONNECT WITH

CRM

Internal Apps

Frieght Portals

Logistics Portal

Why Adopt AI
Human in the loop

When the platform isn't confident about a prediction, it flags it. The edge cases can be reviewed while the rest runs automatically.

Built for Retail Platforms

Adopt AI was built for retail forecasting. Our platform understands SKU hierarchies, product families, cannibalization dynamics, promotional calendar inference from sales patterns, and seasonal patterns. It’s also pre-configured for NetSuite, Snowflake, and Looker.

Deployment Flexibility

Cloud-First

On-Premise

Hybrid

Impact Customers have Achieved

Time Savings:
4-5 hours to 15 minutes

What Changes
Before
After
Manual logins to 20+ portals, individual dispute downloads, fragmented data across systems.
Automated monitoring every 5-10 minutes, centralized dashboard, one-click access to all evidence.
Missed disputes cause revenue leakage and slow response delays payments.
Automated dispute detection, faster resolution, systematic tracking eliminates gaps.
Manual monitoring limits scalability.
Handle 1,000-10,000 invoices per month with the same headcount, scale from 1-3 customers per portal to the full customer base.
Manual contract verification for every dispute.
Automated contract reference verification and account rep discounts cross-referenced automatically.
Business Impact
Forecast Accuracy

AI agents test multiple forecasting models simultaneously and select the best performer for each SKU. Improved demand predictions reduce stockouts during peak seasons and prevent overstock that ties up working capital.

New Product Launch Intelligence

AI agents analyze cannibalization risk when launching new SKUs by modeling how similar products performed historically. This prevents revenue cannibalization and set optimal pricing from day one.

Inventory Velocity

Continuous monitoring flags stockout risk across hundreds of SKUs and automatically suggests rebalancing inventory between warehouses or expediting purchase orders.

Marketing ROI Optimization

AI agents analyzes marketing channels (Meta, Search, Display), identifying saturation points where each dollar stops generating returns. Reallocate wasted spend to higher-performing channels without increasing total budget.

Enterprise governance without slowing teams
Accurately Forecast Demand and Optimize Inventory at Scale with AI Agents

If you're manually forecasting hundreds of SKUs every month and it's limiting your ability to scale across multiple brands, let's talk.