The AI &
Human Model

The AI &
Human Model

Neoflo specializes in advancing AI that enhances human teams. When accuracy is critical and volumes are high, guardrail systems set tolerances.

Combining AI with humans expertise creates the most effective solutions. With proper training, AI can automate a large share of cases and disputes, while human review of exceptions keeps accuracy high.

Finance Operations is designed to efficiently map diverse data points, leveraging our strong AI foundation

Neoflo specializes in advancing AI that enhances human teams. When accuracy is critical and volumes are high, guardrail systems set tolerances.

Combining AI with humans expertise creates the most effective solutions. With proper training, AI can automate a large share of cases and disputes, while human review of exceptions keeps accuracy high.

Finance Operations is designed to efficiently map diverse data points, leveraging our strong AI foundation

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Research Papers

2 Types of Finance Tasks

We split the work two ways. AI is ideal for handling repeatable bulk cases and known quirks. Complex cases are handled by Humans. Typically

We split the work two ways. AI is ideal for handling repeatable bulk cases and known quirks. Complex cases are handled by Humans. Typically

AI Handled
High-Volume,
Repeatable Tasks
High-Volume, Repeatable Tasks

  • Read invoices in many formats and languages

  • Suggest GL + tax codes

  • Match POs, GRNs, invoices, and payments within your tolerances

  • Route approvals by amount, vendor, account, and anomaly score

  • Drive dunning sequences and suggest next best action in collections

  • Auto-match most payments to invoices — even in lump sums

Human Handled
Exceptions, Conversations, and Controls
Exceptions,
Conversations & Controls

  • Resolves low-confidence items and updates the rules

  • Handles vendor and customer conversations when nuance is needed

  • Triages and resolves disputes and deductions

  • Investigates reconciling items and supports controllers at close

  • Prepares and packages evidence for auditors when required

Every Action Carries a Confidence Score

Above threshold, the AI auto-posts. Below threshold, it routes to a human — so specialists spend their time only on high-leverage work.

Every Action Carries a Confidence Score

Above threshold, the AI auto-posts. Below threshold, it routes to a human — so specialists spend their time only on high-leverage work.

Every Transaction Makes Automation Better

Every invoice, payment, and journal entry trains Neoflo’s engine, steadily shrinking manual work and errors

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Trained on Your Documents & Workflows

We train on your real invoices, contracts, and close data across Procure to Pay, Order to Cash, Record to Report & company docs

Every Resolved Edge Case Becomes Training Data

Every human-resolved exception feeds back as labeled training data for future straight‑through processing

Customer & Vendor Specific Memory

Models build vendor, customer, and account‑level memory, improving coding, matching, and anomaly detection

Cross Workflow Signals Across AP, AR & Book Close

Cross‑workflow signals from one data layer let AI refine decisions using AP, AR, and close outcomes together

“

The challenge was never the AI. The challenge is the “+” in the Human+AI equation. Because the future does not belong to the person with the most AI.

It belongs to the person who knows how to combine AI with judgment, curiosity, empathy
and original thinking

Focus on Growth.

We'll Handle Your F&A Processes

Book a Demo

Focus on Growth.

We'll Handle Your F&A Processes

Book a Demo