Carrier Evaluation Agent: Score Every Carrier on What They Delivered and Billed
Scores carriers on cost, OTIF performance, billing accuracy, accessorial frequency, dispute history, and volume share. Removes subjectivity from shortlisting decisions and gives procurement verified data before every sourcing event.
Carrier Decisions Run on Relationships and Rate History.
Incumbents get renewed because they're familiar. New carriers get shortlisted on a sales relationship. Performance records and billing accuracy rarely inform the decision.
Carrier Selection Is Subjective
Shortlisting defaults to familiarity when the only data available is last year's rate. Poor OTIF performance never surfaces.
Missing Fields Block the Audit Queue
OTIF is in the TMS. Billing exceptions in the audit system. Disputes in email. A complete picture requires pulling four systems manually.
Billing Accuracy Not in Evaluation
Carriers with persistent billing errors are assessed on rate alone. The true cost of the relationship stays invisible.
Concentration Risk Not Tracked
A carrier holding 40% of total volume represents a different risk than one with 5%. This distinction is never made systematically.
New Carrier Qualification Is Slow
Checking financial stability, safety records, and coverage manually creates a bottleneck that delays competitive engagement.
Evaluation Doesn't Compound
One-time pre-sourcing evaluation means each cycle rebuilds the same performance picture from scratch.
Score Every Carrier. Make Every Selection Defensible.
Continuously scores every carrier across cost, OTIF, billing accuracy, and risk. Ranked shortlists ready before every sourcing event.
Multi-Dimensional Carrier Scoring
Cost efficiency, OTIF, billing accuracy, accessorial overcharge frequency, dispute resolution, and concentration risk combined into a single composite score.
Billing Accuracy Integration
Exception rates, overcharge frequency, and dispute resolution cycle time integrated into every score. True cost of the relationship visible before the award.
Continuous Score Updating
Scores updated automatically after each audit cycle. A billing error today updates the score before the next sourcing event.
Carrier Shortlisting for RFQ
Scored rankings used to generate shortlists per lane and mode. Carriers below qualification threshold excluded automatically.
New Carrier Qualification
Candidates evaluated against financial stability, safety ratings, coverage, and technology capability without manual research per candidate.
Performance Feedback Loop
Scores from the current cycle inform the next sourcing decision. Carriers that improve are weighted accordingly. Intelligence compounds.
Where This Agent Sits in the Pipeline
The Invoice Validation Agent is the intake layer. It receives from upstream agents and triggers the full downstream audit, anomaly, and GL coding chain.
Receives from
Invoice Audit Agent
- Supplies audit exception records by carrier
- Surfaces billing accuracy issues for scoring
Dispute Management Agent
- Passes dispute history and resolution outcomes
- Factors dispute behavior into carrier scores
Claims & Recovery Agent
- Provides claims data by carrier
- Feeds loss/damage frequency into evaluation
Audit Trends Agent
- Supplies exception frequency patterns by carrier
- Links systemic issues to specific carriers
This Agent
Carrier Evaluation Agent
- Continuously scores carriers on on-time performance, tender acceptance, invoice accuracy, disputes, and audit exceptions
- Feeds live scores into sourcing decisions, bid weighting, and contract renewal triggers
Triggers
Negotiation Intelligence Agent
- Hands off performance scores for renegotiation targets
- Grounds leverage in current carrier standing
RFQ Builder Agent
- Feeds carrier scores into new sourcing events
- Ensures RFQs weight proven performers
Alerting Agent
- Triggers alerts on score degradation
- Notifies stakeholders before issues compound
What Changes When Carrier Selection Runs on Verified Performance Data
The carriers don't change. The data procurement uses to evaluate them does.
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Results from Live Deployments
Outcomes measured from enterprise deployments across freight, MRO, direct materials, professional services, and utilities.
Selection decisions documented and defensible. Shortlisting rationale available for leadership review.
Billing accuracy in every score. True cost of each relationship visible before the award.
New carrier qualification automated. Competitive engagement not limited by manual research bandwidth.
Performance intelligence compounds. Evaluation improves each cycle without rebuilding from scratch.
Live on day one via pre-built connectors to TMS, audit pipeline, and market data.
Carriers that improve get updated scores. The evaluation creates visible accountability.
Works Where Your Data Already Lives
Reads from existing systems. Writes outcomes back natively. No rip-and-replace.
SAP TM · Oracle TMS · MercuryGate · project44
OTIF rates, transit time, and service exception frequency. Primary service performance inputs.
Freehand Invoice Audit Agent
Billing exception rates, overcharge findings, and duplicate billing incidents. Updated continuously.
Freehand Audit Trends Agent
Billing accuracy trends for anomaly detection. Declining accuracy scores flagged for correction.
Snowflake / Databricks
Score history and evaluation outcomes for multi-period trend analysis and benchmarking.
MS Teams / Slack / Email
Performance degradation alerts, concentration risk breaches, and qualification completions via webhook.
Freehand Spend Intelligence Agent
Cost efficiency scores and true-cost-of-relationship data alongside rate data for Finance and procurement.
Freehand RFQ Builder Agent
Carrier shortlists per lane and mode. Carriers below threshold excluded from that lane's bid process.
Freehand Negotiation Intelligence Agent
OTIF history, billing accuracy scores, and dispute frequency for negotiation packet construction.
SFTP / Flat File
Exceptions returned to source with structured reason codes via API or email.
MS Teams / Slack
Exception alerts and validation summaries delivered to AP team channels via webhook and bot integration.
Snowflake / Databricks
Validated records written to your data lake via connector and SQL.
SharePoint / OneDrive
Processing logs and exception records stored to SharePoint or OneDrive.
Every Carrier Scored. Every Selection Defensible.
Real outcomes from enterprises where carrier selection quality directly determines network performance.
Powered by the Freehand Context Graph
The Context Graph connects TMS performance records, audit exception history, dispute outcomes, and market benchmarks into a unified carrier context. Every score is built from verified data across all dimensions.
Built on the Freehand Logistics Language Model, trained on carrier performance analytics, billing accuracy patterns, and concentration risk modeling. It understands carrier relationships the way procurement does.
- Every score update is grounded in verified audit, TMS, and market data — not pattern matching on unstructured inputs.
- Every shortlisting decision is traceable from score to source data, with a complete audit record available at any point.
- The Context Graph learns from every sourcing cycle. Scoring weights calibrate over time to what has historically predicted actual carrier performance.
Carrier Evaluation: Questions Procurement Teams Ask
Straight answers to what freight procurement leaders ask before deploying the Freehand Carrier Evaluation Agent.
Cost efficiency, OTIF rates, billing exception frequency, accessorial overcharge rates, dispute resolution performance, volume concentration, and financial stability. All configurable in Freehand Studio.
Continuously. Billing accuracy updates after each audit cycle. OTIF updates as TMS data arrives. Dispute scores update as outcomes are confirmed.
Billing exception rate, overcharge frequency, duplicate billing incidents, and dispute resolution cycle time all feed the billing accuracy dimension. Identical OTIF but persistent billing errors produces a different score because the true cost is different.
Candidates evaluated against financial stability, safety ratings, coverage, and technology capability through automated assessment. No manual research per candidate required.
Receives billing accuracy data from the Freehand Invoice Audit Agent and dispute data from the Freehand Dispute Management Agent. Delivers shortlists to the Freehand RFQ Builder Agent and performance records to the Freehand Negotiation Intelligence Agent.
Connected to TMS, audit pipeline, and dispute records on day one via pre-built connectors. Scoring active from the first complete billing cycle after deployment.
Deploy the Invoice Validation Agent Across Your Spend Portfolio
Every invoice clean before it touches the audit queue. Deployable in days. No IT project. No custom parsers. No headcount addition.
Built on Freehand Studio · freehand.ai
