Intelligence Foundation
The knowledge behind every Aimie action.
Proprietary, private, and built exclusively for O2C. Trained on 25 years of real-world execution data, it powers the predictions, benchmarks, and autonomous actions across the Sidetrade platform.
O2C Data Lake
Real-world payment intelligence, at network scale.
Benefits
- More predictable cash outcomes through network-scale payment intelligence.
- Sharper account prioritization grounded in real buyer payment behavior.
- Confident AI adoption backed by privacy-by-design data governance.
Why Sidetrade?
- ~$8TN in B2B payment transactions and insights on ~42M buyers worldwide.
- Collaborative network intelligence, not just internal accounts receivable history.
- Privacy-by-design governance. No PII, third-party exposure, or external LLM training.
O2C Data Lake Features
The Data Lake aggregates real-world O2C execution data from across the network, delivering the signals and intelligence upon which every prediction, benchmark, and autonomous action is based.
Predictive Payment Risk: Sidetrade Payment Intelligence (SPi)
Insights and Payment Windows
Vendor Benchmarking
Collaborative Surge Signals
Privacy-by-Design Data Governance
Domain-Expert AI Models
The predictive intelligence behind every Aimie recommendation and action.
Features
Purpose-built for O2C and trained on real-world execution data.
- Payment behavior prediction.
- Credit risk and order release risk.
- Next-best action recommendations.
- Dispute likelihood.
- Promise-to-pay adherence.
Benefits
AI that reflects how O2C actually works, not how it’s theorized.
- Predictions that reflect financial reality.
- Continuous learning from every execution.
- Domain expertise that generic AI cannot replicate.
Why Sidetrade?
Trained on real O2C execution data no generic AI provider can match.
- Trained on thousands of collection calls, millions of emails, and trillions of payment experiences.
- Proprietary models purpose-built for every stage of the O2C cycle.
- Depth that generic AI providers cannot replicate without equivalent domain data and execution history.
Aimie Large Language Models (LLMs)
Powering every Aimie conversation, call, and recommendation
Features
Private foundational models built for O2C and continuously refined through real platform execution.
- Specialized models (voice, email, chat, and next-best-action) trained on real-world O2C execution, not generic data.
- Fully isolated infrastructure ensures no data is shared with third parties or external LLMs.
- Models learn from live platform activity, delivering increasingly accurate, context-aware interactions and recommendations over time.
Benefits
Natural, intelligent interaction across every O2C channel.
- No technical expertise required to access complex O2C data.
- Natural, context-aware interaction across every O2C channel.
- Faster, more consistent customer communication at scale.
Why Sidetrade?
Private, O2C-native LLMs that improve from real platform execution.
- Continuous improvement from real platform execution.
- Private infrastructure – no data shared with third parties or external LLMs.
- Integrated across the full platform – from insight to recommendation to autonomous action.
Sidetrade Knowledge Base
The institutional knowledge behind every Aimie decision.
Features
Encodes decades of O2C expertise directly into every recommendation, workflow, and agent action.
- O2C benchmarks, playbooks, and guidance.
- Embedded into reasoning, coaching, and agent behavior.
Benefits
Institutional O2C knowledge embedded into every agent and workflow.
- Faster, more accurate agent reasoning.
- Recommendations grounded in proven O2C best practice.
- Consistent coaching and guidance across every user and region.
Why Sidetrade?
Every recommendation grounded in 25 years of proven O2C expertise.
- Built on 25 years of frontline O2C execution.
- Continuously updated from real platform usage across thousands of enterprise deployments.
- Knowledge that evolves continuously as Aimie executes across thousands of enterprise O2C workflows.
Frequently Asked Questions
What makes Sidetrade’s Intelligence Foundation different from generic AI models?
Sidetrade’s Intelligence Foundation is built specifically for Order-to-Cash, combining anonymised network intelligence, domain-expert models, private LLMs, and 25 years of O2C expertise. It is designed to produce recommendations and actions grounded in financial reality, not generic pattern-matching.
How does the O2C Data Lake generate predictions from network-level payment data?
The Data Lake aggregates anonymised payment experiences and execution signals across the Sidetrade network to identify patterns in how buyers pay, dispute, and behave over time. Those signals power buyer insights, benchmarks, payment windows, and predictive models that help teams act earlier and with more confidence.
Is our financial data kept private and secure within the Intelligence Foundation?
Yes. The Intelligence Foundation is built with privacy-by-design governance, including anonymisation, no PII exposure, and private infrastructure that does not share customer data with third parties or use it to train external LLMs. The platform delivers fully isolated data and LLM infrastructure, private cloud hosting with ISO and SOC governance, and compliance with regulatory and data residency requirements.
How does Sidetrade’s domain-expert AI models improve over time?
The models improve through continuous learning from real O2C execution data, payment outcomes, and evolving buyer behavior across the platform. As the Data Lake grows and workflows generate new outcomes, the intelligence becomes sharper, more explainable, and more operationally useful.
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