{"data":{"entities":[{"slug":"conest","name":"ConEst","tagline":"Project estimation and financial analysis platform for contractors","homepage":"https://www.conest.com","category":{"slug":"construction-estimating","name":"Construction Estimating"},"vendor":{"name":"Conest Software Systems","primaryDomain":null},"score":{"composite":46,"confidence":0.03,"confidenceBand":"low","breakdown":{"price_level":{"value":0,"weight":0.105,"present":false,"contribution":0},"reliability":{"value":0,"weight":0.063,"present":false,"contribution":0},"capabilities":{"value":0,"weight":0.043,"present":false,"contribution":0},"integrations":{"value":17.3,"weight":0.049,"present":true,"contribution":0.8},"security_posture":{"value":0,"weight":0.042,"present":false,"contribution":0},"pricing_transparency":{"value":0,"weight":0.094,"present":false,"contribution":0}},"computedAt":"2026-10-06T22:34:00.643Z","stale":false},"uri":"https://www.vioscale.ai/software/conest","aliases":["conest"],"status":"published","crawlStatus":"ok","indexStatus":"indexed","nextCrawlAt":"2026-10-20T22:34:00.742Z","categories":[{"slug":"construction-estimating","name":"Construction Estimating","isPrimary":true}],"facts":{"pricing":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-22T21:25:34.605Z","confidence":0.7}}],"deployment":[{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"on_prem":true},"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}}],"description":[{"attribute":"description.long","value":"A software suite enabling contractors to prepare detailed cost estimates from drawings, perform digital quantity takeoffs, and generate business analytics to optimize project profitability and operational decisions.","provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}}],"integrations":[{"attribute":"integrations.count","value":3,"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"NetPricer","native":true,"category":"pricing"},{"name":"EPIC","native":true,"category":"pricing"},{"name":"TRA-SER","native":true,"category":"pricing"}],"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}}],"market":[{"attribute":"market.availability","value":{"hqCountry":"US","primaryMarkets":["US","AU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.75}}]},"factList":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-22T21:25:34.605Z","confidence":0.7}},{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"on_prem":true},"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},{"attribute":"description.long","value":"A software suite enabling contractors to prepare detailed cost estimates from drawings, perform digital quantity takeoffs, and generate business analytics to optimize project profitability and operational decisions.","provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},{"attribute":"integrations.count","value":3,"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"NetPricer","native":true,"category":"pricing"},{"name":"EPIC","native":true,"category":"pricing"},{"name":"TRA-SER","native":true,"category":"pricing"}],"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},{"attribute":"market.availability","value":{"hqCountry":"US","primaryMarkets":["US","AU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.75}}],"market":{"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[],"primaryMarkets":["US","AU"],"hqCountry":"US"},"integrations":[{"name":"NetPricer","category":"pricing","native":true},{"name":"EPIC","category":"pricing","native":true},{"name":"TRA-SER","category":"pricing","native":true}],"claimed":false,"updatedAt":"2026-10-06T22:34:00.743Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/conest","markdown":"https://www.vioscale.ai/software/conest.md","html":"https://www.vioscale.ai/software/conest"}},{"slug":"togal-ai","name":"Togal.AI","tagline":"Software that uses artificial intelligence to quickly identify and measure building components from construction documents","homepage":"https://togal.ai","category":{"slug":"construction-estimating","name":"Construction Estimating"},"vendor":null,"score":{"composite":36.3,"confidence":0.59,"confidenceBand":"medium","breakdown":{"price_level":{"value":25,"weight":0.105,"present":true,"contribution":2.6},"reliability":{"value":0,"weight":0.063,"present":false,"contribution":0},"capabilities":{"value":91.6,"weight":0.043,"present":true,"contribution":4},"integrations":{"value":13.7,"weight":0.049,"present":true,"contribution":0.7},"security_posture":{"value":50,"weight":0.042,"present":true,"contribution":2.1},"pricing_transparency":{"value":20,"weight":0.094,"present":true,"contribution":1.9}},"computedAt":"2026-09-10T09:26:54.136Z","stale":false},"uri":"https://www.vioscale.ai/software/togal-ai","aliases":["togal-ai"],"status":"published","crawlStatus":"ok","indexStatus":"indexed","nextCrawlAt":"2026-09-24T09:26:54.509Z","categories":[{"slug":"construction-estimating","name":"Construction Estimating","isPrimary":true},{"slug":"construction-takeoff","name":"Construction Takeoff","isPrimary":false}],"facts":{"pricing":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing.free_tier","value":false,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"high","provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":false,"name":"Growth","summary":"$299/user/month billed annually","features":["Unlimited automated takeoffs","Unlimited chat prompts","Unlimited image/symbol searches","Internal collaboration","Unlimited external collaboration"],"minSeats":1,"commitment":"annual","components":[{"kind":"per_unit","unit":"user","amount":299,"period":"month","currency":"USD"}],"description":"Per-user pricing with unlimited automated takeoff features","contactSales":false},{"free":false,"name":"Business","summary":"Custom pricing for teams with 4+ users","features":["Unlimited automated takeoffs","Unlimited chat prompts","Unlimited image/symbol searches","Internal collaboration","Unlimited external collaboration","Onboarding and training assistance","Dedicated support representative","Classification library template","Quantity discounts","Security compliance features","SSO"],"minSeats":4,"description":"Custom enterprise plan with dedicated support and compliance features","contactSales":true}],"summary":"From $299/user/month billed annually. Custom enterprise pricing available.","currency":"USD","freeTier":false,"sourceUrl":"https://www.togal.ai/pricing","retrievedAt":"2026-08-18T12:57:38.889Z","startingPrice":{"amount":299,"period":"month","currency":"USD"},"billingPeriods":["year"]},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing.starting_price","value":{"amount":299,"currency":"USD"},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}],"integrations":[{"attribute":"integrations.count","value":2,"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Ediphi"},{"name":"Zebel"},{"name":"Excel"}],"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}],"market":[{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.5}}],"platform":[{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}],"security":[{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://www.togal.ai/security/bug-bounty","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.75}},{"attribute":"security.soc2","value":true,"provenance":{"source":"https://www.togal.ai/security/bug-bounty","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.75}}],"deployment":[{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}],"description":[{"attribute":"description.long","value":"A web-based tool designed for construction professionals to speed up the process of quantifying materials and labor from project plans. The platform uses machine learning to automatically detect and count items, and supports real-time teamwork allowing multiple users to work simultaneously.","provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}],"features":[{"attribute":"features.capabilities","value":{"iso_27001":false,"soc2_type_ii":true,"pricing_model":"monthly_subscription_per_user","deployment_model":"cloud_web_app","3d_bim_model_takeoff_extraction":false,"excel_direct_export_integration":true,"ai_auto_count_symbol_recognition":true,"vector_pdf_object_snapping_precision":false,"collaborative_cloud_multi_user_viewing":true,"linear_area_and_volume_measurement_tools":true,"construction_estimating_software_integration":true,"customizable_assemblies_and_material_grouping":true,"multi_page_plan_overlay_and_revision_comparison":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}],"content":[{"attribute":"content.faq","value":[{"answer":"A web-based tool designed for construction professionals to speed up the process of quantifying materials and labor from project plans. The platform uses machine learning to automatically detect and count items, and supports real-time teamwork allowing multiple users to work simultaneously. It is indexed under Construction Estimating.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What is Togal.AI?","confidence":0.6},{"answer":"Togal.AI is a paid product; published pricing starts at $299 per user per month. It is sold across 2 plans (Growth and Business). There is no free tier. Pricing changes often, so verify at source before relying on it.","source":"https://www.togal.ai/pricing","question":"How much does Togal.AI cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Togal.AI. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What platforms does Togal.AI support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Togal.AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"Can Togal.AI be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Togal.AI, including Ediphi, Zebel and Excel. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What does Togal.AI integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and GDPR for Togal.AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Togal.AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.togal.ai/security/bug-bounty","question":"What security certifications does Togal.AI have?","confidence":0.7},{"answer":"Togal.AI is available worldwide. Its primary market is the United States.","source":"https://www.togal.ai/pricing","question":"Where is Togal.AI available?","confidence":0.5}],"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:57.365Z","confidence":0.6}}]},"factList":[{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"integrations.count","value":2,"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}},{"attribute":"integrations.list","value":[{"name":"Ediphi"},{"name":"Zebel"},{"name":"Excel"}],"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}},{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.5}},{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}},{"attribute":"pricing.free_tier","value":false,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing.price_level","value":"high","provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://www.togal.ai/security/bug-bounty","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.75}},{"attribute":"security.soc2","value":true,"provenance":{"source":"https://www.togal.ai/security/bug-bounty","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.75}},{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}},{"attribute":"description.long","value":"A web-based tool designed for construction professionals to speed up the process of quantifying materials and labor from project plans. The platform uses machine learning to automatically detect and count items, and supports real-time teamwork allowing multiple users to work simultaneously.","provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}},{"attribute":"features.capabilities","value":{"iso_27001":false,"soc2_type_ii":true,"pricing_model":"monthly_subscription_per_user","deployment_model":"cloud_web_app","3d_bim_model_takeoff_extraction":false,"excel_direct_export_integration":true,"ai_auto_count_symbol_recognition":true,"vector_pdf_object_snapping_precision":false,"collaborative_cloud_multi_user_viewing":true,"linear_area_and_volume_measurement_tools":true,"construction_estimating_software_integration":true,"customizable_assemblies_and_material_grouping":true,"multi_page_plan_overlay_and_revision_comparison":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}},{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":false,"name":"Growth","summary":"$299/user/month billed annually","features":["Unlimited automated takeoffs","Unlimited chat prompts","Unlimited image/symbol searches","Internal collaboration","Unlimited external collaboration"],"minSeats":1,"commitment":"annual","components":[{"kind":"per_unit","unit":"user","amount":299,"period":"month","currency":"USD"}],"description":"Per-user pricing with unlimited automated takeoff features","contactSales":false},{"free":false,"name":"Business","summary":"Custom pricing for teams with 4+ users","features":["Unlimited automated takeoffs","Unlimited chat prompts","Unlimited image/symbol searches","Internal collaboration","Unlimited external collaboration","Onboarding and training assistance","Dedicated support representative","Classification library template","Quantity discounts","Security compliance features","SSO"],"minSeats":4,"description":"Custom enterprise plan with dedicated support and compliance features","contactSales":true}],"summary":"From $299/user/month billed annually. Custom enterprise pricing available.","currency":"USD","freeTier":false,"sourceUrl":"https://www.togal.ai/pricing","retrievedAt":"2026-08-18T12:57:38.889Z","startingPrice":{"amount":299,"period":"month","currency":"USD"},"billingPeriods":["year"]},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"pricing.starting_price","value":{"amount":299,"currency":"USD"},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}},{"attribute":"content.faq","value":[{"answer":"A web-based tool designed for construction professionals to speed up the process of quantifying materials and labor from project plans. The platform uses machine learning to automatically detect and count items, and supports real-time teamwork allowing multiple users to work simultaneously. It is indexed under Construction Estimating.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What is Togal.AI?","confidence":0.6},{"answer":"Togal.AI is a paid product; published pricing starts at $299 per user per month. It is sold across 2 plans (Growth and Business). There is no free tier. Pricing changes often, so verify at source before relying on it.","source":"https://www.togal.ai/pricing","question":"How much does Togal.AI cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Togal.AI. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What platforms does Togal.AI support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Togal.AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"Can Togal.AI be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Togal.AI, including Ediphi, Zebel and Excel. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What does Togal.AI integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and GDPR for Togal.AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Togal.AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.togal.ai/security/bug-bounty","question":"What security certifications does Togal.AI have?","confidence":0.7},{"answer":"Togal.AI is available worldwide. Its primary market is the United States.","source":"https://www.togal.ai/pricing","question":"Where is Togal.AI available?","confidence":0.5}],"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:57.365Z","confidence":0.6}}],"faq":[{"answer":"A web-based tool designed for construction professionals to speed up the process of quantifying materials and labor from project plans. The platform uses machine learning to automatically detect and count items, and supports real-time teamwork allowing multiple users to work simultaneously. It is indexed under Construction Estimating.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What is Togal.AI?","confidence":0.6},{"answer":"Togal.AI is a paid product; published pricing starts at $299 per user per month. It is sold across 2 plans (Growth and Business). There is no free tier. Pricing changes often, so verify at source before relying on it.","source":"https://www.togal.ai/pricing","question":"How much does Togal.AI cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Togal.AI. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What platforms does Togal.AI support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Togal.AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"Can Togal.AI be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Togal.AI, including Ediphi, Zebel and Excel. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What does Togal.AI integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and GDPR for Togal.AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Togal.AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.togal.ai/security/bug-bounty","question":"What security certifications does Togal.AI have?","confidence":0.7},{"answer":"Togal.AI is available worldwide. Its primary market is the United States.","source":"https://www.togal.ai/pricing","question":"Where is Togal.AI available?","confidence":0.5}],"faqSource":"generated","market":{"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[],"primaryMarkets":["US"]},"integrations":[{"name":"Ediphi"},{"name":"Zebel"},{"name":"Excel"}],"claimed":false,"updatedAt":"2026-09-10T09:26:54.509Z","formats":{"json":"https://www.vioscale.ai/api/v1/software/togal-ai","markdown":"https://www.vioscale.ai/software/togal-ai.md","html":"https://www.vioscale.ai/software/togal-ai"}}],"attributes":[{"attribute":"content.faq","values":{"conest":null,"togal-ai":{"attribute":"content.faq","value":[{"answer":"A web-based tool designed for construction professionals to speed up the process of quantifying materials and labor from project plans. The platform uses machine learning to automatically detect and count items, and supports real-time teamwork allowing multiple users to work simultaneously. It is indexed under Construction Estimating.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What is Togal.AI?","confidence":0.6},{"answer":"Togal.AI is a paid product; published pricing starts at $299 per user per month. It is sold across 2 plans (Growth and Business). There is no free tier. Pricing changes often, so verify at source before relying on it.","source":"https://www.togal.ai/pricing","question":"How much does Togal.AI cost?","confidence":0.6},{"answer":"We have confirmed browser-based access to Togal.AI. That is the extent of what we could verify from public sources, so it may well offer desktop or mobile clients we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What platforms does Togal.AI support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for Togal.AI, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"Can Togal.AI be self-hosted?","confidence":0.6},{"answer":"We have confirmed 3 integrations for Togal.AI, including Ediphi, Zebel and Excel. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","question":"What does Togal.AI integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2 and GDPR for Togal.AI. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Togal.AI not holding them. Always confirm compliance directly before you rely on it.","source":"https://www.togal.ai/security/bug-bounty","question":"What security certifications does Togal.AI have?","confidence":0.7},{"answer":"Togal.AI is available worldwide. Its primary market is the United States.","source":"https://www.togal.ai/pricing","question":"Where is Togal.AI available?","confidence":0.5}],"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T10:20:57.365Z","confidence":0.6}}}},{"attribute":"deployment.options","values":{"conest":{"attribute":"deployment.options","value":{"cloud":true,"hybrid":true,"on_prem":true},"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},"togal-ai":{"attribute":"deployment.options","value":{"cloud":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}}},{"attribute":"description.long","values":{"conest":{"attribute":"description.long","value":"A software suite enabling contractors to prepare detailed cost estimates from drawings, perform digital quantity takeoffs, and generate business analytics to optimize project profitability and operational decisions.","provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},"togal-ai":{"attribute":"description.long","value":"A web-based tool designed for construction professionals to speed up the process of quantifying materials and labor from project plans. The platform uses machine learning to automatically detect and count items, and supports real-time teamwork allowing multiple users to work simultaneously.","provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}}},{"attribute":"features.capabilities","values":{"conest":null,"togal-ai":{"attribute":"features.capabilities","value":{"iso_27001":false,"soc2_type_ii":true,"pricing_model":"monthly_subscription_per_user","deployment_model":"cloud_web_app","3d_bim_model_takeoff_extraction":false,"excel_direct_export_integration":true,"ai_auto_count_symbol_recognition":true,"vector_pdf_object_snapping_precision":false,"collaborative_cloud_multi_user_viewing":true,"linear_area_and_volume_measurement_tools":true,"construction_estimating_software_integration":true,"customizable_assemblies_and_material_grouping":true,"multi_page_plan_overlay_and_revision_comparison":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}}},{"attribute":"integrations.count","values":{"conest":{"attribute":"integrations.count","value":3,"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},"togal-ai":{"attribute":"integrations.count","value":2,"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}}},{"attribute":"integrations.list","values":{"conest":{"attribute":"integrations.list","value":[{"name":"NetPricer","native":true,"category":"pricing"},{"name":"EPIC","native":true,"category":"pricing"},{"name":"TRA-SER","native":true,"category":"pricing"}],"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.6}},"togal-ai":{"attribute":"integrations.list","value":[{"name":"Ediphi"},{"name":"Zebel"},{"name":"Excel"}],"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}}},{"attribute":"market.availability","values":{"conest":{"attribute":"market.availability","value":{"hqCountry":"US","primaryMarkets":["US","AU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-10-06T22:16:14.147Z","confidence":0.75}},"togal-ai":{"attribute":"market.availability","value":{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.5}}}},{"attribute":"platform.support","values":{"conest":null,"togal-ai":{"attribute":"platform.support","value":{"web":true},"provenance":{"source":"https://www.togal.ai/blog/general-contractors-guide-to-construction-pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-09-10T09:15:29.151Z","confidence":0.6}}}},{"attribute":"pricing","values":{"conest":null,"togal-ai":{"attribute":"pricing","value":{"type":"subscription","plans":[{"free":false,"name":"Growth","summary":"$299/user/month billed annually","features":["Unlimited automated takeoffs","Unlimited chat prompts","Unlimited image/symbol searches","Internal collaboration","Unlimited external collaboration"],"minSeats":1,"commitment":"annual","components":[{"kind":"per_unit","unit":"user","amount":299,"period":"month","currency":"USD"}],"description":"Per-user pricing with unlimited automated takeoff features","contactSales":false},{"free":false,"name":"Business","summary":"Custom pricing for teams with 4+ users","features":["Unlimited automated takeoffs","Unlimited chat prompts","Unlimited image/symbol searches","Internal collaboration","Unlimited external collaboration","Onboarding and training assistance","Dedicated support representative","Classification library template","Quantity discounts","Security compliance features","SSO"],"minSeats":4,"description":"Custom enterprise plan with dedicated support and compliance features","contactSales":true}],"summary":"From $299/user/month billed annually. Custom enterprise pricing available.","currency":"USD","freeTier":false,"sourceUrl":"https://www.togal.ai/pricing","retrievedAt":"2026-08-18T12:57:38.889Z","startingPrice":{"amount":299,"period":"month","currency":"USD"},"billingPeriods":["year"]},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}}},{"attribute":"pricing.free_tier","values":{"conest":null,"togal-ai":{"attribute":"pricing.free_tier","value":false,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}}},{"attribute":"pricing.model","values":{"conest":{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://www.conest.com","sourceType":"vioscale-crawler","retrievedAt":"2026-08-22T21:25:34.605Z","confidence":0.7}},"togal-ai":{"attribute":"pricing.model","value":"commercial","provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}}},{"attribute":"pricing.price_level","values":{"conest":null,"togal-ai":{"attribute":"pricing.price_level","value":"high","provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}}},{"attribute":"pricing.starting_price","values":{"conest":null,"togal-ai":{"attribute":"pricing.starting_price","value":{"amount":299,"currency":"USD"},"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}}},{"attribute":"pricing.transparent","values":{"conest":null,"togal-ai":{"attribute":"pricing.transparent","value":false,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}}},{"attribute":"security.disclosure_policy","values":{"conest":null,"togal-ai":{"attribute":"security.disclosure_policy","value":true,"provenance":{"source":"https://www.togal.ai/pricing","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.6}}}},{"attribute":"security.gdpr","values":{"conest":null,"togal-ai":{"attribute":"security.gdpr","value":true,"provenance":{"source":"https://www.togal.ai/security/bug-bounty","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.75}}}},{"attribute":"security.soc2","values":{"conest":null,"togal-ai":{"attribute":"security.soc2","value":true,"provenance":{"source":"https://www.togal.ai/security/bug-bounty","sourceType":"vioscale-crawler","retrievedAt":"2026-08-25T21:38:37.106Z","confidence":0.75}}}}],"capabilities":null,"leader":null,"leaderReason":"No leader: the top candidate ConEst has only 0.03 confidence (low), below the 0.35 needed to declare a winner.","generatedAt":"2026-10-07T01:13:26.248Z"},"meta":{"source":"https://www.vioscale.ai","license":"CC-BY-4.0","generatedAt":"2026-10-07T01:13:26.248Z","disclaimer":"Independent, evidence-based. Every fact carries provenance."}}