Architecture

Kognify automates the thinking โ€” and proves its work.

Three self-verifying handlers, a library of attachable modalities, and a configuration layer your business staff control in plain language. Each result comes with reasoning, justification, and a clear status โ€” measured in production and committed contractually.

Core Handlers

Three handler families. Three modes of AI operation.

Each handler family represents a fundamentally different mode of operation. They execute, verify their own work, classify their own confidence, and involve humans only when genuinely necessary.

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01 ยท Content Analysis

Fully configurable AI analysis and structured results over any content โ€” with data integration and 3-step source & result verification. Not OCR or field extraction: it understands each document, rebuilds its logical structure, and recalculates every value from unit price through discounts and taxes to the grand total, then performs rigorous 3-way matching. Handles clean PDFs to scanned handwriting to 10+ GB libraries.

99.76% success99.9% discrepancy detection99.5% extraction
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02 ยท Process Navigation

Controlled but human conversations via fully configurable scenarios and data collection/delivery rules. Production conversational AI purpose-built for EU languages with low-latency turn-taking โ€” identification, eligibility checks, troubleshooting, bookings and complaint intake, with persistent memory across sessions and secure data delivery from external systems.

<1.5s latency~1s AI responseEU multi-language
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03 ยท Continuous Monitoring

Oversees the whole process and validates correct, truthful understanding & results. Self-monitoring that escalates reliably on genuinely problematic content, cross-references across a corpus, detects what's missing, and reports with explicit source tracing โ€” humans step in for only ~1% of cases.

Self-verifyingFull audit trail~1% escalated
Modalities

Capabilities that attach to handlers.

Modalities define how the system interacts with content and people. Each handler supports a different set depending on the scenario; combined, they define the full scope of what a dynamic product can do. Cyan = ingress, gold = egress.

External System Sync Secure Data Delivery Voice Conversations Mail Correspondence AI Reporting Intelligent Matching Reconciliation Verification Dynamic Scenarios & Data Enrichment User Data Collection & Transmission Content Consultation Web Scraping Content Extraction Intelligent Compare / Content Diff Video Analysis
AI-Mediated Configuration

Configured the way you'd onboard a colleague.

This is what makes Kognify fundamentally different from traditional automation. The configuration layer is AI-mediated โ€” business staff define rules, logic and exceptions in natural language, and changes take effect immediately. No developer queue. No deployment cycle.

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No-code business rules

Accounting staff define matching logic, operations managers set escalation thresholds, support leads configure call flows โ€” all in natural language.

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Edge-case handling

An unusual supplier format or a new regulation is addressed directly by business users โ€” no developer ticket, no deployment cycle.

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Field-level precision

Each extraction rule, validation step and matching criterion is tuned independently by the people who know the process best.

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Rapid change response

Market shifts and new requirements configured and live in minutes โ€” the system adapts at the speed of the business, not IT.

Differentiation

The market automates data entry. Kognify automates the thinking.

Plenty of systems extract fields and call it automation. Kognify automates the verification, the reconciliation and the judgment calls โ€” and provides the reasoning behind every decision.

Traditional AP / automation
โœ•Basic OCR and data extraction only
โœ•Requires human validation for every invoice
โœ•Automates data entry, saving limited actual time
โœ•IT-intensive configuration via complex block diagrams
โœ•No logical recalculation or self-verification
โœ•Rigid workflows requiring developer changes
โœ•No guarantees on accuracy or success rates
Kognify cognitive automation
โœ“Autonomous understanding, recalculation and matching
โœ“Humans review only genuine exceptions (~1%)
โœ“Outputs "ready to pay" invoices in minutes
โœ“Natural-language configuration by business staff
โœ“Full line-by-line recalculation and logic validation
โœ“AI-native setup โ€” "teach it like an employee"
โœ“99%+ guaranteed success rates in production

Put the architecture to work on your process.

Scope a dynamic product in a discovery session โ€” assembled from these same handlers and modalities, and live in under a month.

info@kognify.ai  ยท  +359 878 78 220  ยท  app.kognify.ai