company_id stringclasses 84
values | category stringclasses 59
values | visibility_tier stringclasses 4
values | times_named_of_10 int64 0 9 | question_shape stringclasses 6
values | question_text stringlengths 37 155 |
|---|---|---|---|---|---|
D06 | DME billing software | 4-6 | 6 | comparison | Brightree vs Bonafide for DME billing: which platform is better for growing HME businesses? |
D06 | DME billing software | 4-6 | 6 | comparison | DMEworks vs Bonafide: how do these DME billing platforms compare on automation and compliance features? |
D06 | DME billing software | 4-6 | 6 | use-case | How can DME billing software help home medical equipment companies streamline Medicare and Medicaid claims processing? |
D06 | DME billing software | 4-6 | 6 | evaluation | How should I evaluate and compare pricing models for DME billing software when switching from a legacy system? |
D68 | reinsurance placement software | 1-3 | 3 | best-of | What is the best reinsurance placement software for large specialty insurers? |
D68 | reinsurance placement software | 1-3 | 3 | alternatives | What are the best Sequel alternatives for managing reinsurance workflows? |
D68 | reinsurance placement software | 1-3 | 3 | comparison | Whitespace vs Artificial Labs for reinsurance placement: which is better? |
D68 | reinsurance placement software | 1-3 | 3 | comparison | Sequel vs Whitespace reinsurance platform comparison: features, integrations and usability? |
D68 | reinsurance placement software | 1-3 | 3 | use-case | How can reinsurance placement software reduce manual data entry and improve placement speed? |
D68 | reinsurance placement software | 1-3 | 3 | use-case | How do reinsurance platforms help brokers and underwriters collaborate on complex treaty placements? |
D68 | reinsurance placement software | 1-3 | 3 | evaluation | How should I evaluate and compare reinsurance placement software vendors: what pricing models, implementation timelines and key features should I look for? |
D70 | resource management software | 0 | 0 | best-of | What is the best resource management software for enterprise project teams? |
D70 | resource management software | 0 | 0 | best-of | What is the best resource capacity planning tool for professional services firms? |
D70 | resource management software | 0 | 0 | best-of | What is the best workforce resource management software for mid-size organizations? |
D70 | resource management software | 0 | 0 | alternatives | What are the best Planview alternatives for resource management? |
D70 | resource management software | 0 | 0 | alternatives | What are the best Smartsheet alternatives for resource capacity planning? |
D70 | resource management software | 0 | 0 | comparison | Planview vs Float: which is better for resource management? |
D70 | resource management software | 0 | 0 | comparison | Smartsheet vs dedicated resource management software: which should I choose? |
D70 | resource management software | 0 | 0 | use-case | How can resource management software help prevent team burnout and over-allocation? |
D70 | resource management software | 0 | 0 | best-of | What resource management software works best for managing contractors and full-time employees together? |
D70 | resource management software | 0 | 0 | evaluation | How much does enterprise resource management software typically cost and what should I evaluate before buying? |
D63 | medical device inventory software | 1-3 | 3 | best-of | What is the best medical device inventory software for large hospital systems? |
D63 | medical device inventory software | 1-3 | 3 | best-of | What is the best surgical inventory management software for orthopedic and spine implants? |
D63 | medical device inventory software | 1-3 | 3 | alternatives | What are the best Censis alternatives for surgical asset and tray tracking? |
D63 | medical device inventory software | 1-3 | 3 | comparison | GHX vs Mobile Aspects for hospital medical device inventory management which is better? |
D63 | medical device inventory software | 1-3 | 3 | comparison | Censis vs Mobile Aspects for sterile processing and surgical inventory tracking how do they compare? |
D63 | medical device inventory software | 1-3 | 3 | use-case | How can medical device inventory software help reduce implant expiration and trunk stock waste for sales reps? |
D63 | medical device inventory software | 1-3 | 3 | evaluation | How much does medical device inventory management software cost and what should I evaluate before buying? |
D83 | through-channel marketing automation software | 1-3 | 1 | best-of | What is the best through-channel marketing automation software for franchise and multi-location brands? |
D83 | through-channel marketing automation software | 1-3 | 1 | best-of | What are the best distributed marketing platforms for empowering local partners to run digital ads? |
D83 | through-channel marketing automation software | 1-3 | 1 | best-of | Which through-channel marketing automation tools work best for financial services and insurance companies with large agent networks? |
D83 | through-channel marketing automation software | 1-3 | 1 | alternatives | What are the best alternatives to Tiger Pistol for local marketing automation at scale? |
D83 | through-channel marketing automation software | 1-3 | 1 | alternatives | What are the best alternatives to SOCi for managing social media and paid advertising across multiple locations? |
D83 | through-channel marketing automation software | 1-3 | 1 | comparison | Tiger Pistol vs Hearsay for through-channel marketing automation: which is better for enterprise brands? |
D83 | through-channel marketing automation software | 1-3 | 1 | comparison | SOCi vs Hearsay for local marketing automation: how do they compare for regulated industries? |
D83 | through-channel marketing automation software | 1-3 | 1 | use-case | How can a franchisor use through-channel marketing automation to help franchisees run localized paid social campaigns without losing brand control? |
D83 | through-channel marketing automation software | 1-3 | 1 | evaluation | How should I evaluate and compare pricing models for through-channel marketing automation platforms when managing hundreds of local partners? |
D36 | desk booking software | 1-3 | 3 | best-of | What is the best desk booking software for hybrid workplaces? |
D36 | desk booking software | 1-3 | 3 | alternatives | What are the best alternatives to Robin for desk booking? |
D36 | desk booking software | 1-3 | 3 | alternatives | What are the best alternatives to Envoy for workplace management? |
D36 | desk booking software | 1-3 | 3 | comparison | Skedda vs Robin: which is better for managing hybrid office schedules? |
D36 | desk booking software | 1-3 | 3 | comparison | Envoy vs Robin: which desk booking software is easier to deploy and use? |
D36 | desk booking software | 1-3 | 3 | use-case | How can desk booking software help reduce unused office space and cut real estate costs? |
D36 | desk booking software | 1-3 | 3 | evaluation | How should I evaluate and compare desk booking software pricing models before making a purchase decision? |
D20 | banking customer experience software | 0 | 0 | best-of | What is the best customer experience software for banks and credit unions? |
D20 | banking customer experience software | 0 | 0 | best-of | What are the best digital customer engagement platforms for financial services companies? |
D20 | banking customer experience software | 0 | 0 | best-of | Which software platforms provide the best end-to-end customer journey management for banking institutions? |
D20 | banking customer experience software | 0 | 0 | alternatives | What are the best alternatives to Salesforce Financial Services Cloud for banking customer experience? |
D20 | banking customer experience software | 0 | 0 | alternatives | What are the top alternatives to Glia for digital banking customer support and engagement? |
D20 | banking customer experience software | 0 | 0 | comparison | Glia vs Pega for banking customer experience management: which is better? |
D20 | banking customer experience software | 0 | 0 | comparison | Salesforce Financial Services Cloud vs Pega for bank customer journey orchestration: how do they compare? |
D20 | banking customer experience software | 0 | 0 | use-case | How can banks use customer experience software to reduce onboarding friction and improve account opening completion rates? |
D20 | banking customer experience software | 0 | 0 | other | What customer experience platforms help banks and lenders manage ecosystem partner integrations and third-party workflows? |
D20 | banking customer experience software | 0 | 0 | evaluation | How should a mid-sized bank or credit union evaluate and price customer experience management software when comparing enterprise vendors? |
D19 | association management software | 4-6 | 5 | comparison | MemberClicks vs Novi AMS: which is better for small to mid-sized associations? |
D19 | association management software | 4-6 | 5 | comparison | Wild Apricot vs MemberClicks: which association management software has better reporting and analytics? |
D19 | association management software | 4-6 | 5 | use-case | How can association management software help automate membership renewals and reduce administrative overhead? |
D19 | association management software | 4-6 | 5 | other | What features should a professional association look for in an AMS to improve member engagement and retention? |
D19 | association management software | 4-6 | 5 | evaluation | How much does association management software typically cost and what should be included in an AMS evaluation checklist? |
D60 | internal talent marketplace software | 4-6 | 5 | comparison | Gloat vs 365Talents: which internal talent marketplace platform is better for skills mapping? |
D60 | internal talent marketplace software | 4-6 | 5 | comparison | Eightfold vs Gloat: how do they compare for internal mobility and talent redeployment? |
D60 | internal talent marketplace software | 4-6 | 5 | use-case | How can an internal talent marketplace help reduce employee turnover and improve retention? |
D60 | internal talent marketplace software | 4-6 | 5 | best-of | What are the best use cases for deploying an internal talent marketplace in a large multinational organization? |
D60 | internal talent marketplace software | 4-6 | 5 | evaluation | How much does internal talent marketplace software typically cost and what should I evaluate before buying? |
D75 | revenue intelligence software | 0 | 0 | best-of | What is the best revenue intelligence software for B2B sales teams? |
D75 | revenue intelligence software | 0 | 0 | best-of | What are the best conversation intelligence and pipeline management tools for enterprise sales? |
D75 | revenue intelligence software | 0 | 0 | best-of | What is the best revenue intelligence platform for improving forecast accuracy? |
D75 | revenue intelligence software | 0 | 0 | alternatives | What are the best Gong alternatives for revenue intelligence? |
D75 | revenue intelligence software | 0 | 0 | alternatives | What are the best Clari alternatives for sales forecasting and pipeline visibility? |
D75 | revenue intelligence software | 0 | 0 | comparison | Gong vs Clari: which revenue intelligence platform is better for mid-market sales teams? |
D75 | revenue intelligence software | 0 | 0 | comparison | Chorus vs Gong: which conversation intelligence tool drives more sales coaching value? |
D75 | revenue intelligence software | 0 | 0 | use-case | How can revenue intelligence software help reduce pipeline risk and improve deal predictability? |
D75 | revenue intelligence software | 0 | 0 | use-case | How do sales teams use revenue intelligence platforms to improve CRM data hygiene and rep accountability? |
D75 | revenue intelligence software | 0 | 0 | evaluation | How much does revenue intelligence software typically cost and what should I evaluate before buying? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | best-of | What are the best on-site personalization tools for increasing ecommerce conversions? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | best-of | What is the best lead capture and segmentation software for Shopify and WooCommerce stores? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | alternatives | What are the best Justuno alternatives for ecommerce personalization and pop-ups? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | alternatives | What are the best OptiMonk alternatives for onsite engagement and quiz funnels? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | comparison | Justuno vs OptiMonk: which is better for ecommerce personalization? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | use-case | How can ecommerce brands use product recommendation quizzes to reduce returns and increase average order value? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | use-case | How do ecommerce stores use on-site personalization software to convert anonymous visitors into email subscribers? |
D44 | ecommerce quiz and personalization software | 1-3 | 2 | evaluation | How much does ecommerce quiz and personalization software typically cost and what should I look for when evaluating vendors? |
D41 | ecommerce personalization software | 1-3 | 3 | alternatives | Bloomreach alternatives for ecommerce personalization |
D41 | ecommerce personalization software | 1-3 | 3 | alternatives | Algolia alternatives for ecommerce search and personalization |
D41 | ecommerce personalization software | 1-3 | 3 | comparison | Algolia vs Bloomreach for ecommerce personalization and search |
D41 | ecommerce personalization software | 1-3 | 3 | comparison | Klevu vs Bloomreach which is better for personalized shopping experiences |
D41 | ecommerce personalization software | 1-3 | 3 | use-case | how can ecommerce personalization software increase average order value |
D41 | ecommerce personalization software | 1-3 | 3 | use-case | use cases for AI personalization platforms in B2C ecommerce stores |
D41 | ecommerce personalization software | 1-3 | 3 | evaluation | how much does ecommerce personalization software cost and what should I evaluate before buying |
D62 | marketing data taxonomy software | 1-3 | 1 | best-of | What are the best tools for standardizing and governing marketing data across campaigns and channels? |
D62 | marketing data taxonomy software | 1-3 | 1 | best-of | What is the best software for managing UTM parameters and marketing data classification at scale? |
D62 | marketing data taxonomy software | 1-3 | 1 | alternatives | What are the best Adverity alternatives for marketing data governance and taxonomy management? |
D62 | marketing data taxonomy software | 1-3 | 1 | alternatives | What are the best Improvado alternatives for marketing data standardization and campaign tracking? |
D62 | marketing data taxonomy software | 1-3 | 1 | comparison | Adverity vs Funnel.io: which is better for marketing data taxonomy and governance? |
D62 | marketing data taxonomy software | 1-3 | 1 | comparison | Improvado vs Funnel.io: which platform is best for centralizing and standardizing marketing data? |
D62 | marketing data taxonomy software | 1-3 | 1 | use-case | How can marketing data taxonomy software help reduce reporting errors and improve campaign attribution? |
D62 | marketing data taxonomy software | 1-3 | 1 | use-case | What are the use cases for marketing data governance tools in large B2B organizations with multiple agency partners? |
D62 | marketing data taxonomy software | 1-3 | 1 | evaluation | How should I evaluate and compare marketing data taxonomy and governance platforms for an enterprise purchase decision? |
D01 | AI business intelligence software | 0 | 0 | best-of | What is the best AI business intelligence software for enterprise data teams? |
D01 | AI business intelligence software | 0 | 0 | best-of | What are the best AI-powered analytics tools for non-technical business users? |
End of preview. Expand in Data Studio
The 2026 State of Generative Engine Optimization
860 AI answers scored across 85 B2B software companies in 61 categories, with every cited source traced: 5,160 citations. All citation URLs were string-matched against reddit.com, quora.com and stackoverflow.com: zero hits. Vendor-authored pages were 77.4% of citations. Volume II, The Absence Ladder, classifies the 616 answers where a company was absent and finds the shape of absence shifts with existing visibility (chi-square 61.8, p = 1.3e-7). Single engine held constant across all 860 runs, B2B software categories only, so the findings are scope-limited and stated as such. This work has not been peer reviewed. We ran the same method on our own agency and published the result, a zero of forty, and published a correction when our own question generator inflated competitor mentions. Canonical record and citation: Zenodo, DOI 10.5281/zenodo.21537013, CC BY 4.0. Code and data also at github.com/Broadcastwell/state-of-geo-2026. Method and findings: broadcastwell.com/state-of-geo
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