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.

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.

All 24
Finance 4
Commerce 5
Operations 8
Logistics 2
Manufacturing 3
Customer Experience 2
UC.01 Live

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.

Claude 4.7 Opus Llama 4 Maverick
  • Transaction batch reconciliation
  • Anomaly flagging + human escalation
  • Automated PO creation
UC.02 Live

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.

Llama 4 Maverick Gemini 3
  • ACOS / ROAS continuous monitoring
  • Keyword-level bid adjustments
  • Campaign pacing control
UC.03 Live

Biotech · Research

Literature Synthesis

Crawls regulatory sources and scientific literature, synthesizes findings, and drafts structured summaries for regulatory affairs teams.

Claude 4.7 Opus GPT-5.5
  • FDA · EMA · ICH source crawling
  • Structured synthesis drafts
  • Citation tracking
UC.04 Live

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.

Llama 4
  • VRP solver integration
  • Weather + traffic feeds
  • Fuel savings reporting
UC.05 Live

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.

Claude 4.7 Opus
  • Document diff analysis
  • Regulatory framework mapping
  • Deviation report generation
UC.06 Live

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.

Llama 4 Maverick Gemini 3
  • Sell-through velocity analysis
  • Lead time modeling
  • Autonomous PO generation
UC.07 Live

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.

Claude 4.7 Opus GPT-5.5
  • Key term extraction
  • Non-standard clause flagging
  • CMS population
UC.08 Live

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.

GPT-5.5 Gemini 3 Pro
  • Intent classification
  • Knowledge base resolution
  • CRM write-back
UC.09 Live

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.

Claude 4.7 Opus GPT-5.5
  • Multi-SKU listing generation
  • A/B copy variant testing
  • Performance feedback loops
UC.10 Live

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.

Llama 4 Gemini 3
  • Resume scoring + ranking
  • Scheduling automation
  • ATS population
UC.11 Live

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.

Claude 4.7 Opus
  • ERP data ingestion
  • Variance attribution
  • Narrative report generation
UC.12 Live

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.

GPT-5.5 Llama 4
  • Production stream monitoring
  • Deviation correlation
  • NCR auto-documentation
UC.13 Live

Commerce · Brand

Amazon Review Intelligence

Live review-stream monitoring with sentiment clustering, defect-pattern detection, and Andon-cord triggers when issue velocity spikes.

Claude 4.7 Opus Gemini 3 Pro
UC.14 Live

CX · Quality

Customer Complaint Triage

Inbound complaint classification, replacement-order generation, refund authorization within policy, and root-cause routing back to QC.

Claude 4.7 Opus Llama 4 Maverick
UC.15 Live

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.

GPT-5.5 Llama 4 Maverick
UC.16 Live

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.

Claude 4.7 Opus Gemini 3 Pro
UC.17 Live

Operations · Comms

Email Triage & Routing

Classifies inbound mail, drafts replies, schedules tasks, and escalates with full thread context. No shared inbox required.

Claude 4.7 Opus Llama 4 Maverick
UC.18 Live

Commerce · Pricing

Marketplace Repricer

Competitor crawl plus dynamic price adjustment within margin floors and Buy Box rules. Writes back to SP-API every cycle.

Llama 4 Maverick Gemini 3 Pro
UC.19 Live

Logistics · EDI

B2B Retail Operations

TrueCommerce, Costco, and BJ's order ingestion. ASN generation, invoice transmission, and chargeback dispute drafting on autopilot.

GPT-5.5 Llama 4 Maverick
UC.20 Live

Productivity · Knowledge

Meeting Intelligence

Transcribes calls, extracts decisions and action items, opens follow-up tickets, and nudges owners until each item closes out.

Claude 4.7 Opus Gemini 3 Pro
UC.21 Live

Brand · Legal

Counterfeit & IP Monitoring

Marketplace plus image-similarity scans for unauthorized listings. Drafts takedown notices and escalates repeat offenders to legal.

Gemini 3 Pro GPT-5.5
UC.22 Live

Finance · Treasury

Cash Flow & AR Collections

Aging analysis, customer-risk scoring, automated dunning sequences with escalation tiers, and payment-plan negotiation drafts.

Claude 4.7 Opus Llama 4 Maverick
UC.23 Live

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.

Claude 4.7 Opus Gemini 3 Pro
UC.24 Live

Manufacturing · QC

Production Batch Verification

Three-way reconciliation between paper batch records, ERP work orders, and inventory ledger. Catches variance before it hits inventory.

Claude 4.7 Opus Llama 4 Maverick