AI Document Analysis
How AI reads, understands, and analyzes your compliance documents.
AI Document Analysis
Document analysis is PartnerAlly's core AI capability. When you upload a policy, procedure, or control document, AI reads it, understands its content, and identifies how it relates to your compliance frameworks.
How It Works
The Analysis Pipeline
Document Upload
You upload a PDF, Word document, or text file.
Text Extraction
Content is extracted from the document, preserving structure where possible.
AI Processing
Language models read and understand the document content.
Framework Mapping
AI identifies which framework controls the document addresses.
Gap Detection
Missing or incomplete controls are identified.
Result Generation
Findings are presented with confidence scores and explanations.
What AI Looks For
Policy Content
AI identifies:
- Policy statements and objectives
- Scope and applicability
- Roles and responsibilities
- Approval and review dates
Control Implementation
AI recognizes:
- Technical controls described
- Process controls defined
- Administrative controls stated
- Compensating controls mentioned
Compliance Alignment
AI maps to frameworks:
- Which requirements are addressed
- How thoroughly they're covered
- What evidence supports compliance
- Where gaps exist
Document Types
Best Results With
| Document Type | AI Performance | Notes |
|---|---|---|
| Security policies | Excellent | Clear control language |
| Procedures | Excellent | Step-by-step processes |
| Standards | Very Good | Technical specifications |
| Guidelines | Good | May be less specific |
| Meeting minutes | Fair | Often lacks detail |
Supported Formats
- PDF: Best for formatted documents
- Word (.docx): Good text extraction
- Text (.txt): Clean text, no formatting
- Markdown (.md): Structured text
PDF documents with text (not scanned images) work best. Scanned documents may have lower accuracy.
Analysis Results
Mapped Controls
After analysis, you'll see:
- Which controls the document addresses
- Coverage level (full, partial, none)
- Confidence in the mapping
- Relevant excerpts from the document
Identified Gaps
AI reports gaps including:
- Framework requirement not addressed
- Control mentioned but incomplete
- Process described but not implemented
- Evidence needed but not found
Confidence Levels
Each finding includes confidence:
- High: Strong textual evidence
- Medium: Reasonable inference
- Low: Possible but uncertain
Understanding AI Reasoning
Evidence Citations
AI shows why it reached conclusions:
- Quotes from your document
- Section references
- Key phrases identified
- Control language matched
Reasoning Explanations
AI explains its logic:
- "This document describes an access review process, which addresses SOC 2 CC6.1"
- "No encryption policy was found for data at rest, creating a gap in ISO 27001 A.10.1.1"
Improving Analysis Quality
Document Quality
Better documents = better analysis:
| Factor | Good | Poor |
|---|---|---|
| Clarity | Clear policy statements | Vague language |
| Completeness | Full policy content | Excerpts only |
| Format | Text-based PDF | Scanned image |
| Structure | Headers and sections | Wall of text |
| Terminology | Standard compliance terms | Custom jargon |
Tips for Best Results
-
Use text-based PDFs
- Not scanned images
- OCR documents first if needed
-
Include full documents
- Not summaries or excerpts
- Complete policy content
-
Use clear headings
- Section titles help AI navigate
- Standard section names work best
-
Standard terminology
- Common compliance terms
- Avoid excessive abbreviations
Re-Analysis
When to Re-Analyze
Consider re-analyzing when:
- Document has been updated
- New frameworks are enabled
- Initial analysis had issues
- You want fresh results
How to Re-Analyze
Go to Documents
Find the document in your document list.
Open Document Details
Click to view the document.
Click Re-Analyze
Triggers new AI analysis.
Review Results
New findings replace previous ones.
Re-analysis replaces previous results. Download existing analysis first if you need to compare.
Analysis Failures
Common Causes
Analysis may fail due to:
- Corrupt document file
- Password-protected PDF
- Image-only document
- Unsupported format
- Document too large
- System errors
Handling Failures
When analysis fails:
- Check the error message
- Verify document format
- Try re-uploading
- Convert to different format
- Contact support if persistent
Multi-Document Analysis
How Documents Work Together
AI considers all your documents:
- Cross-references related policies
- Identifies coverage across documents
- Reduces duplicate gap findings
- Builds comprehensive picture
Document Relationships
AI may recognize:
- "Policy X references Procedure Y"
- "Standard A implements Policy B"
- "This document supplements the security policy"
Framework-Specific Analysis
Targeted Analysis
Analysis focuses on your enabled frameworks:
- SOC 2 Trust Service Criteria
- ISO 27001 Annex A controls
- HIPAA safeguards
- Other enabled frameworks
Control Mapping Depth
AI maps to framework specifics:
- Control objectives
- Implementation guidance
- Points of focus (where applicable)
- Sub-requirements
Viewing Analysis Results
Document Page
After analysis, see:
- Overall analysis status
- Framework coverage summary
- Linked gaps (if any)
- Confidence overview
Gaps Page
Related gaps show:
- Source document link
- AI confidence level
- Reasoning explanation
- Evidence from document
Technical Details
AI Models
PartnerAlly uses:
- Primary: Google Gemini for document understanding
- Fallback: Groq for redundancy
- Models optimized for compliance content
Processing Time
Typical analysis times:
- Short documents (1-5 pages): 30-60 seconds
- Medium documents (5-20 pages): 1-3 minutes
- Large documents (20+ pages): 3-5 minutes
Rate Limits
To ensure quality:
- Documents processed sequentially
- Bulk uploads queued automatically
- No limit on total documents
Common Questions
How accurate is the analysis?
Accuracy varies by document quality and content. High-confidence findings are typically 90%+ accurate. Always review results, especially for critical controls.
Can AI read handwritten documents?
No. AI works with text-based documents only. Handwritten content must be typed or transcribed first.
Does AI understand diagrams?
Limited. AI focuses on text content. Diagrams and flowcharts may not be fully interpreted.
How long are results stored?
Results are stored indefinitely until you delete the document or re-analyze.
Can I dispute AI findings?
Yes. AI findings are suggestions. You can mark gaps as false positives, change status, or add notes explaining disagreement.
Next Steps
- Chat Assistant - Ask questions about your documents
- Confidence Scores - Understand certainty levels
- Human Review - Validating AI findings