Dylan Hoback
Accu-Tube
My Praxie analytics software transformed our operations, enabling data-driven decisions and streamlining our manufacturing process.
AI-Powered Coding & Classification Automation
Turn documents, transactions, records, and operational data into accurate, validated codes and classifications automatically — with AI agents that read, apply your rules, assign the code, validate it, and update your systems.
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A super fast way to see how AI coding automation works for your team.
Customer Success Stories
Dylan Hoback
Accu-Tube
Jason Carpenter
Environmental Pest Management
With Praxie, I found a way to take what was in documents and spreadsheets and provide my team with a visual application environment to drive our strategy with full accountability.
Elizabeth Pridham
Perfection Fresh
Praxie dramatically improved our process through digital transformation. We now have visibility and can drive decisions at a fraction of the time.
Scott Russell
NUCOR Vulcraft
I would heartily recommend the Praxie team to any organization seeking to seriously undertake a lasting and successful innovation process.
Mike Bainbridge
Dover Food Retail
Our MFG Ops application greatly improved our daily management initiatives. It is easy to see how we are doing, identify issues, and track improvements—no matter where we sit.
Jeff Piotrowicz
ChemLink
With Praxie we've created a way to report on complex projects that gives management full visibility. Executives have visibility to projects, assignments, and more at their fingertips.
Maureen Thompson
American Nurses Association
Our Praxie App makes it easy to track progress on strategic objectives across the organization and includes an executive-level dashboard with real-time reports to the board on key initiatives.
Tom Anderson
Springfield Armory
Praxie is used every day to track and analyze every aspect of production, quality, safety, and more. We improved quality by 10%.
Peggie Pelosi
Innovators Alliance
Almost overnight, Praxie created a customized solution for our 100 member organizations across Canada to drive strategy and innovation.
Kate Merton
Anthem
Praxie's innovation solution stood out from other options because it can be customized so quickly to fit our exact process requirements. Plus, it is incredibly easy to use and manage.
Coding & Classification Is Complex - AI Can Help
Stop coding by hand from documents, email threads, and tribal knowledge. Praxie’s AI-powered coding automation brings source documents, enterprise data, code sets, business rules, historical decisions, and exception review into one secure workspace — so your team codes faster, more consistently, and at far lower cost.
Lower cost per transaction
Faster coding turnaround
Higher coding accuracy
1
Documents & Scanned Files
2
Emails & Attachments
3
ERP, EHR & QMS Data
4
Clinical Notes & Charts
5
Invoices, Claims & Receipts
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Code Sets & Taxonomies
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Coder Skills & Availability
AI Coding
Engine
OK
AI
RISK
PLAN
WATCH
8
Business Rules & Coding Policies
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Review Flows & Escalations
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Historical Decisions & Audits
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Payer, Customs & Vendor Rules
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Compliance & Regulatory Checks
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Cost, Labor & Rework Spend
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Low-Confidence & Edge Cases
Why it’s difficult
Coding is not just lookup. It is a judgement process where source documents, enterprise context, code sets, payer and regulatory rules, and historical precedent all have to line up on every single transaction.
Every transaction is a judgement callWording, context, modifiers, specificity, and supporting documentation all change the right code.
Priorities change in real timeCode set updates, payer policy changes, and new regulations constantly shift the rules.
Small coding errors become big lossesOne wrong code can mean a denied claim, a missed charge, a compliance finding, or a customs penalty.
AI Optimized Coding Workflow
TransactionPriorityStatus
Clinical note — ICD-10 & CPT assignmentHighPlanned
Invoice — GL, cost center & tax codesMediumReady
Technician note — failure & cause codesRiskValidated
Claim documents — loss & coverage codesLowAssigned
Low-confidence case — expert reviewHighEscalate
Higher accuracy
Faster throughput
Lower coding cost
Closed-loop improvement
AI-Powered Coding & Classification: Jobs to Be Done
Instead of a feature dump, Praxie organizes coding automation around the real work revenue-cycle leaders, coding managers, shared-service teams, and quality and compliance staff need to accomplish every day.
1
Read and understand the source
Unify documents, emails, enterprise records, and historical decisions so the AI reads every transaction with full context, not just the text in front of it.
- Documents, emails and scanned files
- ERP, EHR, QMS and claims data
- Historical decisions and audit results
- ERP, EHR, QMS, billing and API integrations
Outcome: every coding decision starts from complete, connected context.
2
Apply the rules and assign the code
Use AI to apply your code sets, payer and regulatory rules, and internal policies consistently to every transaction.
- Code set and taxonomy application
- Business rule and policy enforcement
- Specificity, modifier and context handling
- Backlog triage and scheduling recommendations
Outcome: the same rules are applied the same way on every transaction.
3
Validate and route exceptions
Score confidence, cross-check against rules and history, auto-process clean transactions, and route only the hard ones to your experts.
- Confidence scoring and validation checks
- Exception queues and expert review
- Standard procedures, checklists, and mobile execution
- Escalations, approvals, and status visibility
Outcome: experts spend their time on the cases that actually need judgement.
4
Update systems and improve
Write results back to your systems automatically, then turn accuracy, denial and audit data into better rules and better agents over time.
- Accuracy, denial and error trend analysis
- Root cause analysis and corrective action tracking
- Throughput, cost-per-transaction and audit analytics
- AI suggestions for optimization and prevention
Outcome: every transaction makes the next one more accurate.
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Read the source
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Apply the rules and assign the code
3
Validate and route
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Improve continuously
Lower Coding
Cost
Cost
Higher Coding
Accuracy
Accuracy
Faster Coding
Turnaround
Turnaround
More Capacity
Without Headcount
Without Headcount
Across the enterprise
Coding Automation Across the Enterprise
Anywhere your team reads information, applies rules and assigns a code, Praxie can automate the work — in one platform, across every function.
Healthcare
Medical billing, clinical coding, claims, denials, prior authorization, and revenue-cycle classifications.
Finance
GL codes, cost centers, project codes, tax codes, expense categories, and invoice classifications.
Manufacturing
Defect codes, failure codes, NCRs, CAPA classifications, warranty codes, downtime reasons, and maintenance codes.
Insurance
Claim types, loss codes, coverage classifications, risk categories, fraud classifications, and damage classifications.
Logistics
Freight classifications, commodity codes, customs and HTS codes, accessorial codes, shipment exceptions, and damage codes.
Regulatory & Compliance
Regulatory classifications, adverse-event coding, safety classifications, quality events, compliance risks, and controlled documentation.
Use cases
What Coding Automation Looks Like in Practice
The same read → apply rules → validate → route → update workflow, applied to the coding your team does every day.
Medical Coding
FlagshipClinical note→ICD-10 / CPT / HCPCS→Validation & medical necessity→Billing system
ICD-10, CPT, HCPCS, DRG, HCC risk adjustment, E/M levels and modifiers — with quality checks and human review for complex cases. Automate routine coding; send the hard charts to experienced coders.
Accounts Payable
Invoice→GL / cost center / tax→Rule validation→ERP
Classify every invoice line to the right GL account, cost center, project and tax code, then post it.
Manufacturing Quality
Technician note→Failure / cause / CAPA→Rule validation→QMS / CMMS
Turn free-text technician and operator notes into consistent defect, failure, cause and maintenance codes.
Insurance Claims
Claim documents→Loss / coverage / risk→Fraud & rule checks→Claims platform
Classify loss type, coverage, risk category and damage from first-notice documents.
Logistics & Trade
Product description→Customs / HTS code→Compliance check→Trade system
Assign commodity, freight and customs/HTS classifications consistently and defensibly.
ROI of Moving from Manual Coding to AI-Powered Coding Automation
A simplified view of how organizations move from manual, person-by-person coding to connected AI coding automation that cuts cost per transaction, raises accuracy, and clears backlogs without adding headcount.
1
Traditional Manual Coding
Manual, line-by-line codingPeople read every document and select every code by hand.
Paper and spreadsheetsRules, precedents, and coding decisions are hard to track.
Limited coding visibilityVolumes, accuracy, backlog, and reviewer workload stay disconnected.
Hidden costBacklogs, overtime, inconsistent codes, denials, and missed charges.
2
Transition to AI Coding Automation
Connected source data + business rule logic + AI coding intelligence
3
AI-Powered Coding & Classification
Code the routine automaticallyAI reads, applies rules and assigns codes on high-confidence work.
Built-in validationScore, validate, route and track every transaction in one place.
Better coordinationCoders, reviewers, compliance and finance teams stay aligned.
Smarter decisionsDashboards, alerts, root cause insights, and AI recommendations.
Key ROI Elements
30%
Lower Labor Cost
Eliminate repetitive reading, classification and data entry.
40%
Faster Processing Time
Cut coding cycles from hours or days to seconds or minutes.
25%
Higher Accuracy & Consistency
Apply the same rules to every transaction, every time.
15%
Better Revenue Capture
Reduce missed charges, wrong codes and claim errors.
Fewer
Audit Readiness
Standard process, audit trail and documented decision logic.
Higher
Capacity
Process far more volume without adding headcount.
Business Impact: lower cost per transaction, faster turnaround, higher accuracy, and more capacity from the team you already have.
More Than an AI Coding Model
Most AI coding tools stop at document → code. Praxie automates the whole workflow — context, rules, validation, confidence scoring, exception review, system updates and continuous improvement.
Spreadsheets &
Manual Logs
- Reactive tracking
- Fully manual coding
- Limited decision history
- Hard to scale capacity
- Higher error and denial risk
ERP / EHR
Built-in Coding Tools
- Connected to enterprise data
- Often rigid workflows
- Slow field adoption
- Heavy configuration
- Limited AI guidance
Offshore /
BPO Coding Teams
- Handles volume
- Lower hourly cost
- Can become data-entry heavy
- Limited operational context
- Often weak analytics
Point
AI Coding Models
- Narrow, single-purpose models
- Good code suggestions
- Stops at the suggestion
- Disconnected from execution
- No validation or write-back
★ BEST FIT
Praxie AI-Powered
Coding & Classification
- AI coding, validation & exception review
- Confidence scoring & exception routing
- Connects ERP, EHR, QMS, billing & claims
- Dashboards, workflows & reviewer guidance
- Faster deployment, lower complexity
Coding workflow flexibility
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Real-time exception routing
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AI coding decisions & confidence scores
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✓
✓
Codes, validation & audit trail
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✓
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✓
Connected document, enterprise & rule data
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✓
Speed to deploy and adapt
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✓
Why Praxie
Stands Out
Stands Out
More complete than document-to-code AI models
Far more automated than manual coding teams
Broader than point extraction tools
Faster to deploy than replacing your core systems
See Praxie in Action Now
FAQ: AI-Powered Coding & Classification
Clear answers to the most common questions teams ask when moving from manual, person-by-person coding to intelligent, AI-powered coding and classification automation.
1
How does AI coding work — and can my team trust it?
Answer: The AI reads the source document, pulls in enterprise context and historical decisions, applies your coding rules, then assigns a code with a confidence score. Every decision is explainable and auditable, so your team can see why a code was chosen and stays in control.
2
Do we have to automate 100% of our coding?
Answer: No — and you should not. Praxie automatically processes high-confidence transactions and routes low-confidence or unusual cases to your experts. Most of the ROI comes from automating the routine majority while your specialists focus on the exceptions.
3
Which coding and classification work can Praxie automate?
Answer: Medical coding (ICD-10, CPT, HCPCS, DRG, HCC, E/M and modifiers), finance codes (GL, cost center, project, tax, expense), manufacturing codes (defect, failure, NCR, CAPA, warranty, downtime), insurance classifications, logistics and customs/HTS codes, and regulatory or compliance classifications.
4
Will it work with the systems we already have?
Answer: Yes. Praxie adds an AI automation layer on top of the systems you already run — ERP, EHR, billing, claims, QMS, WMS, TMS, CRM, databases, APIs, documents and email. You do not replace your core systems to automate the coding work around them.
5
How long does it take to get running?
Answer: Days, not months. Praxie ingests your existing rules, documents, sample transactions and historical decisions to configure a coding agent, tests it against cases you have already decided, then launches with exception routing on from day one.
Bottom line: AI-powered coding and classification automation helps teams cut cost per transaction, raise accuracy, clear backlogs, and move from manual, repetitive coding to an auditable, AI-driven process.