Here are real-world use cases showing how teams use H to automate critical operations.
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Our team combines deep research expertise with hands-on experience building and deploying mission-critical technology at global scale. We have led foundational AI research, scaled products used by governments and the world’s largest enterprises, and operated companies through periods of rapid growth. United by a shared focus on rigor, impact, and execution, we are building H to advance AI systems that can be trusted in the real world.
For financial institutions, the mortgage approval process remains one of the most time-consuming and risk-sensitive operations. Weeks of fragmented data collection slow growth, inflate operational costs, and frustrate customers waiting for approval — all while exposing banks to compliance errors.
Solution
H automates the entire verification flow — from retrieving third-party data to cross-checking payroll and credit information — so analysts receive complete, verified files in hours instead of weeks.
Banks lose up to 40% of prospects during digital onboarding due to multi-step KYC flows, repeated uploads, and manual verifications. Compliance accuracy competes with customer experience.
Solution
H automates document capture, identity verification, and cross-checks across internal and regulatory databases. Customers complete onboarding in a single frictionless session while compliance standards are strengthened.
Impact
Increase of process speed, leading to more verified account openings per month
Transaction Reconciliation & Fraud Detection
Challenge
Financial institutions face mounting pressure to detect fraud in real time while processing millions of daily transactions. Manual reconciliation creates blind spots and operational delays.
Solution
H automates reconciliation and anomaly detection across accounting, payment, and compliance systems. Finance and risk teams focus on investigating validated alerts instead of data entry.
Impact
Fraud detection latency cut
Fewer false positives in fraud alerts
Manufacturing
Quality Assurance Data Collection
Challenge
Quality teams spend hours compiling inspection data from disconnected factory systems, delaying root-cause analysis and ISO compliance reporting.
Solution
H consolidates inspection data instantly, flags anomalies in real time, and delivers unified dashboards to production managers for immediate action.
Impact
Reduction in defect-related rework costs
Improved traceability enabling faster ISO audits
Supplier Performance Monitoring
Challenge
Global procurement leaders lack unified visibility on supplier performance and outstanding orders, risking production delays and contractual penalties.
Solution
H monitors suppliers and current orders on their portals and connects information in real time across ERPs and documents, providing early alerts on deviations. Procurement teams act proactively rather than reactively.
Impact
SLA breach detection latency reduced from days to hours
Improvement in on-time supplier deliveries
Production Planning Optimization
Challenge
Manual planning between MES and ERP systems leads to scheduling conflicts, missed capacity, and wasted labor hours.
Solution
H synchronizes production data and simulates optimal planning scenarios, aligning schedules dynamically with supply availability and constraints.
Impact
Increase in line utilization through earlier delay detection
Retail & CPG
Dynamic Pricing Intelligence
Challenge
Retail and e-commerce leaders operate in markets where pricing decisions change by the hour. Manual competitor tracking and rigid automation leave millions in margin on the table, while teams struggle to react quickly enough to market shifts.
Solution
H enables continuous market intelligence by automating competitor analysis, and pricing recommendations. Category managers can act instantly on accurate data, or decision can be programed to be made automatically.
Impact
Daily price refreshes instead of weekly cycles
Margin points increase on key SKUs
Annual incremental revenue for a top-50 retailer
Product Data Enrichment
Challenge
E-commerce teams waste days updating incomplete or inconsistent product information across multiple marketplaces, hurting discoverability and sales.
Solution
H consolidates supplier and catalog data, enriches missing fields, and validates consistency across all channels, ensuring unified and accurate product listings.
Impact
Uplift in product visibility and conversion
Inventory Synchronization & Stock Visibility
Challenge
Stock data was fragmented across ERP, WMS, and e-commerce systems, leading to frequent discrepancies, stockouts, and costly overstocking. Teams spent hours reconciling spreadsheets and adjusting entries manually.
Solution
H’s computer-use agents continuously log into all inventory-related systems, read stock levels, compare records, and correct mismatches in real time. They update quantities, flag anomalies, and generate alerts — ensuring every platform reflects the same data without integration dependencies.
Impact
Inventory discrepancies significantly reduced
Stockout incidents cut from multiple to less than 1 per week
Transportation & Logistics
Logistics Tracking & Exception Management
Challenge
Operations teams needed to track thousands of daily shipments across multiple carrier portals. Manual status checks delayed visibility, and missed exceptions (lost, delayed, or damaged goods) led to poor customer communication.
Solution
H’s autonomous agents navigate carrier websites, extract shipment statuses, and update ERP or CRM systems automatically. They detect anomalies such as delivery delays or incomplete tracking events and trigger alerts or customer notifications — all without APIs.
Impact
Exception resolution lead time shortened
Increase in customer delivery satisfaction score
Sales & Marketing
Lead Qualification & Enrichment
Challenge
Sales teams were losing valuable time researching accounts and identifying the right contacts. Data across CRM, LinkedIn, and third-party enrichment tools was inconsistent, outdated, and scattered — slowing outreach and reducing conversion rates.
Solution
Our agents continuously collect and reconcile company and contact data across multiple platforms. They identify key decision-makers, validate emails and job titles, score leads based on fit and intent, and update the CRM automatically — without any integrations or manual data entry.
Impact
Lead research time reduced from hours to minutes per contact
HR & Finance
Payroll Reconciliation
Challenge
Finance and HR departments spent days each month cross-checking payroll data between HRIS, accounting systems, and banking interfaces. Discrepancies in salary amounts, deductions, and benefits created recurring errors, delayed payments, and compliance risks.
Solution
H’s AI Agents navigate HR, payroll, and finance platforms, verify consistency across systems, and flag mismatches automatically. They detect anomalies such as duplicate entries, missing deductions, or incorrect employee classifications — all without requiring integrations.