The Challenge
Legal, compliance, and administrative teams deal with document volumes that make thorough manual review an operational impossibility. Contracts, reports, client deliverables, regulatory submissions, and internal communications all require quality and authenticity verification—but the sheer volume means something always slips through.
- Manual review creates bottlenecks that delay processing and increase operational costs
- Sporadic spot-checking creates compliance gaps and audit vulnerabilities
- Infrastructure strain during peak submission periods causes delays and system issues
- Documentation of what was reviewed, when, and with what result is inconsistent and incomplete
The Autohive Solution
Autohive’s Grammarly integration enables fully automated bulk document processing workflows—running quality assessment and originality verification at scale, without manual intervention or infrastructure strain.
Off-Peak Batch Processing
Schedule bulk document analysis to run during off-peak hours. Autohive queues submissions intelligently, taking advantage of Grammarly’s async scoring system to process large volumes without overwhelming infrastructure or impacting daytime operations.
Comprehensive Quality Assessment
Every document receives a full writing quality score across Engagement, Correctness, Delivery, and Clarity dimensions. For organisations where document quality directly affects professional reputation or regulatory standing, this provides systematic assurance that output meets required standards.
Originality Verification at Scale
Grammarly’s plagiarism detection scans each document against billions of web pages and academic sources, providing an originality score and identifying potential matches. For legal and compliance teams, this creates a verifiable record that submitted or published documents are original.
30-Day Result Retention
Grammarly retains scoring results for 30 days, giving Autohive workflows flexibility to retrieve and process results asynchronously. This enables efficient batch workflows where documents are submitted for analysis, processed in the background, and results retrieved and stored when ready.
Comprehensive Audit Trail
Every document processed generates an automatic record: submission timestamp, document identifier, quality scores, originality score, and result retrieval timestamp. This creates the complete audit trail required for regulated industries without any manual record-keeping.
Benefits
- Eliminate manual bottlenecks - Automate what was previously a time-consuming manual process
- Off-peak efficiency - Process thousands of documents overnight without impacting daytime operations
- Complete audit records - Every document’s quality and originality assessment is automatically documented
- Consistent coverage - Every document receives the same rigorous assessment—no selective spot-checking
- Infrastructure friendly - Async processing and intelligent queuing prevent system overload during high-volume periods
How It Works
- Document intake - Documents are collected from your source systems (email, storage, intake forms)
- Queue management - Autohive queues documents for batch processing, scheduling for off-peak hours as configured
- Bulk submission - Documents are submitted to Grammarly’s analysis engine in managed batches
- Async result retrieval - Autohive polls for completed results, retrieving quality scores and originality data
- Record creation - Results are stored against each document record with full metadata for audit purposes
- Exception routing - Documents failing quality or originality thresholds are automatically flagged and routed for human review
- Reporting - Summary reports are generated showing batch results, exception rates, and processing volumes
Getting Started
- Sign up at app.autohive.com
- Connect the Grammarly integration from the Autohive marketplace
- Configure your batch size, scheduling preferences, and quality thresholds
- Deploy your bulk document processing and compliance documentation workflow


