Approval & Task
Automation Services

Automate document parsing, routing, and conditional task execution. Integrate LLMs inside your operational workflows to read PDF attachments and trigger automated actions with zero human error.

Automate Decisions:
AI Document & Task Pipeline

Repetitive document review and manual task routing drain valuable operational focus. We resolve this by constructing straight-through automated pipelines powered by localized LLM decision models.

Our architectures automatically extract structure from incoming PDF invoices, leases, or purchase orders. The parsed data triggers secure conditional approval paths via Slack or Teams, updating databases instantly upon review.

Not sure if your document workflows are ready for AI? Take the Automation Readiness Assessment.
AI DOCUMENT & APPROVAL PIPELINE PIPELINE ACTIVE DOCUMENT INTAKE Email & PDF Ingestion Automated Listeners MONITORING SOURCE LLM PARSING AGENT GPT-4o Model Hub JSON Struct Extraction Date Vendor Amount EXTRACTING SCHEMAS Confidence Score: 99.4% SLACK REVIEW Manager Verification APPROVE REJECT WAITING FOR ACTION AUTO TASK EXECUTION ERP Filing & DB Updates PIPELINE EXECUTED

Approval & Task Automation Capabilities

We integrate custom LLM decision agents inside your operational pipelines to automatically parse attachments, audit incoming invoices, and trigger multi-level task actions.

AI Document Parsing (OCR)

Parse incoming PDF attachments, invoices, agreements, or logs with 99%+ accuracy using custom LLM extraction structures. Automatically structure unstructured files into API-ready JSON schemas.

Conditional Approval Routing

Construct multi-tier approval gates triggered by custom thresholds (e.g. invoice total, vendor risk, department budget). Route interactive approval cards directly to manager Slack channels or email.

Touchless Task Dispatch

Configure downstream database updates, client contract generation, and ERP entries to trigger automatically upon manager approval. Remove manual copying and data entry completely.

Enterprise-Grade Document Security & Approval Privacy
We process sensitive documents and approvals with strict isolation rules. Your internal PDF attachments, emails, and manager decisions remain fully secure.
✓
Zero-Retention Document OCR
PDFs, emails, and images are parsed in memory. Scanned files are deleted permanently from our processing queues the second extraction is validated.
✓
Cryptographically Signed Approvals
Slack and email approval buttons use signed, tamper-proof webhook signatures. Decisions cannot be forged or intercepted by third parties.
✓
Role-Based Field Masking
We mask sensitive customer details (like SSN, PHI, or credit cards) in LLM parsing contexts, exposing only necessary routing info to managers.
✓
HIPAA & SOC 2 Compliant Models
We route document extraction requests through private, SOC 2-compliant LLM endpoints that guarantee client data is never used for model training.
AI DECISION & EXTRACTION DIAGNOSTICS
Model Metrics
Processing Time
< 4.5s
Avg document intake & parsing
Extraction Accuracy
99.78%
High-confidence LLM parsing
Human Hours Saved
320 hrs
Average back-office savings /mo
Automation Rate
92.4%
Straight-through touchless flows
Daily Processing Volume & Human Reviews
Processed Docs Human Review Exceptions
0 125 250 375 500 Mon Tue Wed Thu Fri Sat Sun
Featured Case Study

Automated Lease Parsing & Dispatch for a Multi-Location Property Operator

We designed and deployed an automated lease document extraction and maintenance request dispatch system for a multi-location property management operator. The solution uses OCR and custom LLM parsers to process scanned leases, extract rent details, and sync them directly with their PMS. Maintenance requests are classified by urgency, automatically dispatching tasks to contractors and routing approval decisions via interactive Slack cards.

Read Full Case Study
240+
Reclaimed Hours / Mo
100%
Processing Accuracy
0.00%
Lease Parsing Errors
$12.5K
Monthly Savings Reclaimed

Related Insights & Guides

Read our latest articles on selecting integration stacks and securing company workflows.

PLATFORM COMPARISONS

Zapier vs Make vs n8n: Choosing the Right Automation Hub

An in-depth review comparing Zapier, Make, and self-hosted n8n. Learn which platform is best for simple automation flows versus complex, multi-branch, high-volume enterprise pipelines.

Read guide
RISK MANAGEMENT

Reducing Spreadsheet Risk in Business Operations

Fragile, disconnected spreadsheets are silent killers of data integrity. Discover how migrating manual sheets to automated databases solves verification issues and safeguards record compliance.

Read guide
Process
The Integration
Journey

1. Intake & Schema Audit

We audit your unstructured document formats (PDFs, scans, emails) and target data models to construct an exact, validation-ready JSON schema.

2-3 DAYS
01 /04

2. LLM Parser Configuration

We configure and test custom OCR templates and LLM prompting pipelines to extract target values, handle tabular fields, and flag low-confidence values.

3-5 DAYS
02 /04

3. Logical Routing Build

We build logical routing flows, defining specific threshold gates, managers' Slack notification blocks, and fallback workflows.

3-5 DAYS
03 /04

4. Fail-safe Deployment

We deploy your approval pipeline live, complete with secure OAuth connection keys, automatic rate-limit throttling, and self-healing queue recovery.

2-3 DAYS
04 /04
FAQs
Frequently Asked
Questions
Our pipeline supports PDFs, scanned image files (PNG/JPEG), Microsoft Word formats, CSVs, and raw email bodies. We configure layout-agnostic LLM parsers that extract fields dynamically from unstructured layouts, meaning we do not require rigid coordinates or template regions to pull out keys.
We implement automated validation guards. If the LLM confidence score for a critical field (like a financial total or date) falls below a predefined threshold, or if a data schema validation check fails, the transaction is flagged as an exception. It is then held in a queue, and an interactive Slack card is instantly routed to a human reviewer to verify or manually input the value.
Absolutely. All client credentials, OAuth tokens, and Slack webhooks are encrypted at rest using AES-256-GCM. They are stored in an isolated secrets manager and loaded into memory as environment variables during execution, ensuring zero exposure in our log files or integration hubs.
Yes. We can design complex conditional gates based on any extracted document metadata. For example, invoices under $5,000 can bypass human reviews and auto-sync to your ERP, while bills between $5,000 and $25,000 route to a manager on Slack, and invoices exceeding $25,000 require multi-signature approval from both a department head and VP.
Contact
Let’s Build
Intelligent Things
E-mail address
hello@leanerstudio.com
Phone number
+971 50 424 6170

Fill this form below

Add an Attachment