An AI-powered welcome workspace. Ask questions about your corpus in plain language and jump into any module from a visual explorer.

• ✓Conversational AI welcome chat
• ✓Visual module explorer
• ✓Live LLM & source status

An executive scorecard of AI-readiness across the entire corpus, with trend charts and a heat-cell breakdown of every readiness dimension.

• ✓Overall readiness score 0–100
• ✓Seven dimension breakdown
• ✓Analyzed vs. pending counts

Connect and continuously sync enterprise document sources and DMS platforms. Track document counts, sync status and health per connector.

• ✓SharePoint, S3, Drive, DMS & more
• ✓Scheduled continuous sync
• ✓Per-source counts & health

Browse and tree-navigate every ingested document, with inline preview for PDF, DOCX, PPTX, XLSX and Markdown right in the browser.

• ✓Folder tree navigation
• ✓Inline multi-format preview
• ✓Filter by type & classification

Search the entire corpus in one box — across document content and metadata — and jump straight to the source file.

• ✓Full-corpus content search
• ✓Metadata-aware results
• ✓Instant jump to document

Per-document readiness scoring across seven dimensions — parsability, completeness, consistency, freshness, clarity, structure and metadata — with a full drill-down report per file.

• ✓Seven-dimension scoring
• ✓Rule-based or AI-assisted
• ✓Detailed per-document report

Inspect how a document is chunked and embedded. Explore its semantic structure to understand exactly what a retrieval system will see.

• ✓Chunk & embedding view
• ✓Semantic structure map
• ✓Per-document deep dive

Every readiness issue found across the corpus in one aggregated view, filterable by type and severity so you fix the highest-impact problems first.

• ✓Aggregated issue list
• ✓Filter by type & severity
• ✓Prioritized remediation

Corpus-wide analytics that reveal readiness patterns across all documents — where quality clusters, which folders lag, how readiness trends over time.

• ✓Corpus-wide analytics
• ✓Readiness pattern clusters
• ✓Trends over time

A governed catalog of every document with ownership, classification and metadata coverage tracked and enforced.

• ✓Ownership & stewardship
• ✓Classification labels
• ✓Metadata coverage tracking

Your metadata governance posture at a glance — ownership gaps, versioning status and classification completeness across the corpus.

• ✓Ownership gap detection
• ✓Versioning status
• ✓Classification completeness

Automatically detects ambiguities, contradictions and stale or conflicting statements across documents before they mislead a model.

• ✓Contradiction detection
• ✓Stale-content flags
• ✓Cross-document conflicts

A complete history of ambiguity scan runs, with results and diffs so you can see what changed between scans.

• ✓Every scan run logged
• ✓Result comparison
• ✓Re-run on demand

Visualize relationships, versions and derivation lineage across the corpus — see which documents descend from which, and what changed.

• ✓Version & relationship graph
• ✓Derivation lineage
• ✓Impact tracing

A chronological, tamper-evident log of every action and change across the platform, ready for compliance review.

• ✓Every action logged
• ✓User & timestamp
• ✓Compliance-ready export

Scores whether documents are trustworthy and unambiguous enough for autonomous AI agents to consume and act on without a human in the loop.

• ✓Agent-trust scoring
• ✓Reliability thresholds
• ✓Blocks risky documents

An interactive retrieval-augmented-generation testbed. Ask questions over your corpus, inspect the retrieved chunks and evaluate answer quality.

• ✓Chat over your corpus
• ✓Inspect retrieved sources
• ✓Answer evaluation mode

The operational hub for agentic document pipelines. Launch runs, monitor progress and review results step by step in real time.

• ✓Launch & monitor pipelines
• ✓Real-time run status
• ✓Step-by-step results

A visual, drag-and-drop step builder to compose custom multi-step agent pipelines from parsing, scoring and remediation blocks.

• ✓Drag-and-drop steps
• ✓Reusable pipeline templates
• ✓Branch & condition logic

Every past pipeline run with status, duration and results, so you can audit, compare and re-run.

• ✓Full run history
• ✓Status & duration
• ✓One-click re-run

Guided onboarding that explains what agents can do and walks you through building your first pipeline.

• ✓Capability overview
• ✓Step-by-step onboarding
• ✓Best-practice recipes

Analyze mixed-content documents — text, tables, images and spreadsheets — in one pass, with each modality scored appropriately.

• ✓Text, tables, images, sheets
• ✓Per-modality scoring
• ✓Single unified report

Configure the rule engine that drives readiness and quality checks — thresholds, weights and which dimensions matter for your use case.

• ✓Custom rule thresholds
• ✓Dimension weighting
• ✓Enable / disable checks

Manage the LLM prompts used by every analyzer, with versioning so you can tune quality without touching code.

• ✓Per-analyzer prompts
• ✓Prompt versioning
• ✓Test before applying

Configure LLM providers — Ollama, OpenAI, Gemini, OpenRouter, LM Studio and local models — and set defaults per task.

• ✓Cloud & local providers
• ✓Per-task model choice
• ✓Local / air-gapped option

Push platform events to your own systems with outbound webhook integrations.

• ✓Event-driven webhooks
• ✓Custom endpoints
• ✓Delivery retries

Create and manage programmatic API keys to drive the platform from your own pipelines and tools.

• ✓Scoped API keys
• ✓Rotate & revoke
• ✓Programmatic access

Full visibility into LLM and rule executions — token usage, latency and per-document rule and AI observability.

• ✓Token & cost tracking
• ✓Latency metrics
• ✓Per-document traces

A request-and-approve workflow: users ask for access to sources or modules, and admins grant it with a full trail.

• ✓Self-service requests
• ✓Approval workflow
• ✓Audited grants

Manage users across the platform — shared with DataQualify so one identity works across both products.

• ✓Shared user directory
• ✓SSO-ready identities
• ✓Activity overview

Define roles and a fine-grained permission matrix, mapping exactly what each role can see and do.

• ✓Role definitions
• ✓Permission matrix
• ✓Least-privilege by default