Market Horizon | AI Workforce Systems
Market Horizon is an AI consulting firm that engineers continuously-operating AI workforce systems for enterprises. The platform combines four layers: data ingestion (ERP, marketplace APIs, documents, internal systems), orchestration (Claude 4.7 Opus, GPT-5.5, Gemini 3 Pro, Llama 4 Maverick), specialized agent execution (finance, commerce, research, logistics), and an action plane (ERP write-back, communications, analytics, human review queues). Deployments go live in weeks across 24 use-case categories spanning 11+ industry verticals, with a 168-hour continuous operation window, ~90 percent payroll dependency reduction for modeled functions, and human approval gates for high-stakes decisions.
Use Cases
05 / Use Cases
Where it runs.
Twenty-four active deployment categories across our customer base. Every use case ships with pre-built agent personas, tool integrations, and model-routing profiles, ready to go live in weeks, not quarters.
Finance · E-commerce
Autonomous Revenue Operations
Continuous reconciliation, anomaly detection, and PO generation across high-volume transaction environments. No accountant in the loop for routine flows.
- Transaction batch reconciliation
- Anomaly flagging + human escalation
- Automated PO creation
Commerce · Advertising
PPC Bid Optimization
Continuous Amazon Sponsored Products bid management: reads ACOS data, adjusts bids across campaigns, and writes back to the ad platform in real time.
- ACOS / ROAS continuous monitoring
- Keyword-level bid adjustments
- Campaign pacing control
Biotech · Research
Literature Synthesis
Crawls regulatory sources and scientific literature, synthesizes findings, and drafts structured summaries for regulatory affairs teams.
- FDA · EMA · ICH source crawling
- Structured synthesis drafts
- Citation tracking
Logistics · Supply Chain
Route Optimization
Multi-stop route computation incorporating live weather, traffic, and carrier constraints. Publishes optimized routes and projected savings directly to dispatch systems.
- VRP solver integration
- Weather + traffic feeds
- Fuel savings reporting
Operations · Compliance
SOP Compliance Auditing
Automated SOP review against regulatory frameworks: flags deviations, generates audit-ready reports, and queues corrective actions for human sign-off.
- Document diff analysis
- Regulatory framework mapping
- Deviation report generation
Retail · Merchandising
Inventory Intelligence
Demand forecasting and reorder triggering based on sell-through velocity, seasonality, and supplier lead times. Writes POs autonomously within policy limits.
- Sell-through velocity analysis
- Lead time modeling
- Autonomous PO generation
Legal · Contracts
Contract Review & Extraction
Ingests vendor agreements and MSAs, extracts key terms, flags non-standard clauses, and populates contract management systems, without paralegal hours.
- Key term extraction
- Non-standard clause flagging
- CMS population
Customer Experience
Tier-1 Support Automation
Handles inbound support queues: resolves routine inquiries autonomously, escalates complex cases with full context, and updates CRM records in real time.
- Intent classification
- Knowledge base resolution
- CRM write-back
Marketing · Content
Product Content at Scale
Generates, optimizes, and refreshes product listings, ad copy, and email campaigns across SKUs. Brand-voice consistent, SEO-tuned, performance-tracked.
- Multi-SKU listing generation
- A/B copy variant testing
- Performance feedback loops
HR · Talent
Candidate Pipeline Operations
Screens inbound applications, scores against role criteria, schedules initial screens, and populates ATS records, compressing time-to-first-interview to under 24 hours.
- Resume scoring + ranking
- Scheduling automation
- ATS population
Finance · FP&A
Forecasting & Variance Analysis
Rolling forecast updates, budget variance explanations, and board-ready narrative summaries, produced autonomously from your ERP on your cadence.
- ERP data ingestion
- Variance attribution
- Narrative report generation
Manufacturing · QA
Quality Assurance Automation
Monitors production data streams for quality deviations, correlates against batch parameters, and generates NCR documentation, closing the loop from detection to record.
- Production stream monitoring
- Deviation correlation
- NCR auto-documentation
Commerce · Brand
Amazon Review Intelligence
Live review-stream monitoring with sentiment clustering, defect-pattern detection, and Andon-cord triggers when issue velocity spikes.
CX · Quality
Customer Complaint Triage
Inbound complaint classification, replacement-order generation, refund authorization within policy, and root-cause routing back to QC.
Finance · AP
Vendor Invoice Matching
Three-way match across PO, receipt, and invoice. Exceptions queued for AP; clean invoices auto-approved into the payment cycle.
Compliance · Reg Affairs
Regulatory Filing Prep
Drafts CDPH, FDA, state organic, and customs dossiers with attached lab data. Produces signed-ready PDFs and tracks submission status end to end.
Operations · Comms
Email Triage & Routing
Classifies inbound mail, drafts replies, schedules tasks, and escalates with full thread context. No shared inbox required.
Commerce · Pricing
Marketplace Repricer
Competitor crawl plus dynamic price adjustment within margin floors and Buy Box rules. Writes back to SP-API every cycle.
Logistics · EDI
B2B Retail Operations
TrueCommerce, Costco, and BJ's order ingestion. ASN generation, invoice transmission, and chargeback dispute drafting on autopilot.
Productivity · Knowledge
Meeting Intelligence
Transcribes calls, extracts decisions and action items, opens follow-up tickets, and nudges owners until each item closes out.
Brand · Legal
Counterfeit & IP Monitoring
Marketplace plus image-similarity scans for unauthorized listings. Drafts takedown notices and escalates repeat offenders to legal.
Finance · Treasury
Cash Flow & AR Collections
Aging analysis, customer-risk scoring, automated dunning sequences with escalation tiers, and payment-plan negotiation drafts.
Leadership · BI
Daily Executive Briefing
Morning brief covering sales, ops alerts, anomalies, and follow-up status. Delivered to email and chat before stand-up every day.
Manufacturing · QC
Production Batch Verification
Three-way reconciliation between paper batch records, ERP work orders, and inventory ledger. Catches variance before it hits inventory.