# FixGEO ## AI Recommendation Intelligence Platform Website https://fixgeo.io Owner The Curator Group LLC Founder & Lead Researcher Fabio Yocco --- ## What FixGEO does FixGEO helps companies become understandable, trustworthy, and discoverable inside AI recommendation systems. Using an independent assessment protocol, FixGEO identifies the technical and semantic barriers preventing organizations from being correctly interpreted by Large Language Models such as ChatGPT, Gemini, Claude, and Perplexity. Every assessment combines executive business analysis with technical implementation assets that improve how AI systems retrieve, validate, compare, and recommend a business. --- ## Core Services • AI Visibility Assessment • Executive Exposure Report • AI Visibility Audit • Competitive Recommendation Benchmark • llms.txt Manifest • JSON-LD Entity Graph • AI Implementation Roadmap --- ## Core Research Areas • Recommendation Intelligence • Commercial Buying Journeys • AI Visibility • Digital Authority • Recommendation Confidence • Entity Resolution • Machine Readability • Knowledge Graphs • Retrieval-Augmented Generation (RAG) • Public Evidence Quality • Competitive Recommendation Analysis --- ## Assessment Methodology Every assessment follows the FixGEO Protocol and evaluates: • AI Visibility • Recommendation Confidence • Attribution • Entity Resolution • Machine Readability • Public Evidence • Technical Accessibility • Competitive Retrieval • Executive Exposure Each assessment produces implementation assets based on the observed findings. --- ## Research Philosophy Modern buying journeys increasingly begin inside AI systems. Recommendation quality depends on the amount, consistency, accessibility, and verifiability of public evidence available about an organization. FixGEO studies that process and provides implementation assets that improve how recommendation systems understand businesses. --- ## Published Research ### Why AI Can't Recommend Your Company https://fixgeo.io/why-ai-cant Executive research explaining why technically strong companies often fail to appear in AI-generated recommendations. --- ### ¿Por qué la IA no recomienda a su empresa? https://fixgeo.io/porque-fixgeo Spanish executive research explaining why businesses lose visibility inside AI recommendation systems. --- ## Industry Research Programs FixGEO maintains independent AI Recommendation Intelligence research across multiple industries. Current benchmark collections include: • Agricultural Robotics • Agricultural Software • PropTech • Real Estate • Artificial Intelligence Software • Enterprise SaaS --- ## Validation Program FixGEO performs independent assessments across selected organizations to validate and continuously improve the FixGEO Protocol. Some organizations receive complimentary assessments as part of ongoing research initiatives. --- ## Audited Assets & Entrypoints ### Agricultural Robotics - https://fixgeo.io/audit/carbon-robotics - https://fixgeo.io/audit/farmdroid - https://fixgeo.io/audit/aigen - https://fixgeo.io/audit/monarch-tractor - https://fixgeo.io/audit/tevel-tech - https://fixgeo.io/audit/see-spray-gen-2 - https://fixgeo.io/audit/naio-technologies - https://fixgeo.io/audit/agerris - https://fixgeo.io/audit/ecorobotix - https://fixgeo.io/audit/dji-agras - https://fixgeo.io/audit/lely - https://fixgeo.io/audit/burro - https://fixgeo.io/audit/farmwise - https://fixgeo.io/audit/agxeed - https://fixgeo.io/audit/octinion - https://fixgeo.io/audit/dogtooth-technologies - https://fixgeo.io/audit/raven-industries - https://fixgeo.io/audit/bear-flag-robotics - https://fixgeo.io/audit/fendt-xaver - https://fixgeo.io/audit/bluewhite-ai - https://fixgeo.io/audit/saga-robotics ### Agricultural Software - https://fixgeo.io/audit/taranis - https://fixgeo.io/audit/agroscout - https://fixgeo.io/audit/onesoil - https://fixgeo.io/audit/farmonaut - https://fixgeo.io/audit/fermata - https://fixgeo.io/audit/deere - https://fixgeo.io/audit/climate-fieldview - https://fixgeo.io/audit/semios - https://fixgeo.io/audit/plantix - https://fixgeo.io/audit/agremo - https://fixgeo.io/audit/eosda - https://fixgeo.io/audit/cropx - https://fixgeo.io/audit/cropler - https://fixgeo.io/audit/farmbot - https://fixgeo.io/audit/blue-river - https://fixgeo.io/audit/earthdaily - https://fixgeo.io/audit/miraterra - https://fixgeo.io/audit/traction-ag - https://fixgeo.io/audit/agriwebb - https://fixgeo.io/audit/indigo-ag - https://fixgeo.io/audit/aerobotics ### PropTech & Real Estate - https://fixgeo.io/audit/proptech - https://fixgeo.io/audit/inspectmind - https://fixgeo.io/audit/virtualstaging - https://fixgeo.io/audit/zillow - https://fixgeo.io/audit/autohost - https://fixgeo.io/audit/propic - https://fixgeo.io/audit/homesnap - https://fixgeo.io/audit/streettext - https://fixgeo.io/audit/listingai - https://fixgeo.io/audit/structurely - https://fixgeo.io/audit/lenderlogix - https://fixgeo.io/audit/housecanary - https://fixgeo.io/audit/pandadoc - https://fixgeo.io/audit/pricelabs - https://fixgeo.io/audit/energyiq - https://fixgeo.io/audit/matterport - https://fixgeo.io/audit/docusign - https://fixgeo.io/audit/boxbrownie - https://fixgeo.io/audit/followupboss - https://fixgeo.io/audit/reonomy ### AI & Technology - https://fixgeo.io/audit/netai - https://fixgeo.io/audit/netai-software - https://fixgeo.io/audit/madaster - https://fixgeo.io/audit/chainable ### Real Estate Recommendation Index - https://fixgeo.io/audit/grupo1desarrollos - https://fixgeo.io/audit/corporacioncrea - https://fixgeo.io/audit/terraz --- ## Deliverables Every FixGEO assessment produces implementation-ready assets. Typical deliverables include: • Executive Exposure Report • Technical AI Visibility Audit • Competitive Recommendation Benchmark • llms.txt Manifest • JSON-LD Knowledge Graph • Technical Implementation Roadmap --- ## Positioning FixGEO is not an SEO agency. FixGEO is not an AI marketing agency. FixGEO measures how AI systems understand organizations and provides the implementation assets required to improve retrieval, attribution, trust, and recommendation quality. The objective is not simply to increase visibility. The objective is to become a trusted recommendation.