{ "generated": "2026-05-21", "data_started_at": "2026-05-10", "methodology": "Answer-engine citation monitoring across Perplexity, ChatGPT Browse, Gemini grounding, Claude Web, and Google AI Mode. The Machine Relations Index includes every cited root domain from the observed B2B buyer-query set, classifies each source by deterministic source-role rules, keeps unmatched long-tail domains in Other observed source instead of overclaiming source function, and excludes raw cited URLs, evidence paths, provider payloads, placement availability, account metadata, and internal opportunity metadata from the public artifact.", "source_ledger": { "source": "answer_engine_citation_events", "event_count_window": 16482, "active_query_count": 180, "engine_count": 5 }, "total_domains": 4182, "cited_domains": 4182, "source_event_count": 16482, "window_days_observed": 12, "engines": [ "perplexity", "chatgpt", "gemini", "claude", "google_ai_mode" ], "queries_by_vertical": { "cybersecurity": [ { "topic": "budget-trends", "query": "enterprise cybersecurity budget allocation and spending trends", "times_run": 9, "last_run_date": "2026-05-16" }, { "topic": "cloud-security", "query": "cloud security startup funding and acquisitions", "times_run": 11, "last_run_date": "2026-05-17" }, { "topic": "crowdstrike-palo", "query": "CrowdStrike vs Palo Alto Networks enterprise security", "times_run": 8, "last_run_date": "2026-05-17" }, { "topic": "devsecops", "query": "DevSecOps platform adoption in enterprise software development", "times_run": 11, "last_run_date": "2026-05-18" }, { "topic": "edr", "query": "best endpoint detection and response platforms for enterprise", "times_run": 10, "last_run_date": "2026-05-16" }, { "topic": "emerging-vendors", "query": "new cybersecurity companies gaining enterprise traction", "times_run": 10, "last_run_date": "2026-05-20" }, { "topic": "fortinet-checkpoint", "query": "Fortinet vs Check Point enterprise firewall strategy", "times_run": 8, "last_run_date": "2026-05-19" }, { "topic": "funding-rounds", "query": "cybersecurity startup funding rounds and acquisitions", "times_run": 10, "last_run_date": "2026-05-19" }, { "topic": "ipo-activity", "query": "cybersecurity companies going public and IPO pipeline", "times_run": 10, "last_run_date": "2026-05-20" }, { "topic": "market-consolidation", "query": "cybersecurity vendor consolidation and merger activity", "times_run": 10, "last_run_date": "2026-05-21" }, { "topic": "market-dynamics", "query": "cybersecurity market share shifts and competitive landscape", "times_run": 9, "last_run_date": "2026-05-16" }, { "topic": "okta-competitors", "query": "Okta competitors in enterprise identity management", "times_run": 8, "last_run_date": "2026-05-19" }, { "topic": "private-equity", "query": "private equity investments in cybersecurity vendors", "times_run": 10, "last_run_date": "2026-05-20" }, { "topic": "regulatory-changes", "query": "cybersecurity regulation changes affecting enterprise buyers", "times_run": 9, "last_run_date": "2026-05-15" }, { "topic": "series-funding", "query": "cybersecurity Series B and Series C funding announcements", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "threat-landscape", "query": "enterprise cybersecurity threat landscape and attack trends", "times_run": 9, "last_run_date": "2026-05-15" }, { "topic": "unicorn-valuations", "query": "cybersecurity startups reaching unicorn valuation", "times_run": 10, "last_run_date": "2026-05-17" }, { "topic": "wiz-orca", "query": "Wiz vs Orca Security cloud security comparison", "times_run": 8, "last_run_date": "2026-05-18" }, { "topic": "zero-trust-adoption", "query": "zero trust security adoption across Fortune 500 companies", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "zscaler-profile", "query": "Zscaler competitive positioning and market strategy", "times_run": 8, "last_run_date": "2026-05-18" } ], "enterprise_ai": [ { "topic": "acquisitions", "query": "enterprise AI startup acquisitions by major tech companies", "times_run": 10, "last_run_date": "2026-05-20" }, { "topic": "adoption-barriers", "query": "enterprise AI adoption barriers and implementation challenges", "times_run": 8, "last_run_date": "2026-05-18" }, { "topic": "ai-platform", "query": "enterprise AI platform startup funding rounds", "times_run": 10, "last_run_date": "2026-05-18" }, { "topic": "anthropic-openai", "query": "Anthropic vs OpenAI enterprise deployment comparison", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "cohere-alternatives", "query": "Cohere vs competitors for enterprise language models", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "corporate-ventures", "query": "corporate venture investments in enterprise AI infrastructure", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "databricks-snowflake", "query": "Databricks vs Snowflake for enterprise AI workloads", "times_run": 9, "last_run_date": "2026-05-20" }, { "topic": "emerging-platforms", "query": "new enterprise AI platforms gaining Fortune 500 adoption", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "funding-rounds", "query": "enterprise AI companies raising Series B funding", "times_run": 10, "last_run_date": "2026-05-19" }, { "topic": "governance-landscape", "query": "enterprise AI governance challenges and regulatory landscape", "times_run": 8, "last_run_date": "2026-05-18" }, { "topic": "infrastructure-shift", "query": "enterprise AI infrastructure requirements and architecture shifts", "times_run": 8, "last_run_date": "2026-05-19" }, { "topic": "llm-deployment", "query": "deploying large language models in enterprise environments", "times_run": 9, "last_run_date": "2026-05-16" }, { "topic": "market-entry", "query": "AI infrastructure companies entering enterprise market", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "nvidia-ecosystem", "query": "Nvidia AI infrastructure dominance and enterprise ecosystem", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "roi-analysis", "query": "enterprise AI ROI metrics and value realization timelines", "times_run": 9, "last_run_date": "2026-05-19" }, { "topic": "scale-ai-profile", "query": "Scale AI enterprise data labeling strategy and competitors", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "strategic-deals", "query": "enterprise AI strategic partnerships and joint ventures", "times_run": 8, "last_run_date": "2026-05-17" }, { "topic": "talent-competition", "query": "AI talent war and enterprise hiring competition", "times_run": 9, "last_run_date": "2026-05-20" }, { "topic": "valuations", "query": "enterprise AI startup valuations and funding trends", "times_run": 8, "last_run_date": "2026-05-17" }, { "topic": "vector-database", "query": "vector database platforms for enterprise AI applications", "times_run": 10, "last_run_date": "2026-05-17" } ], "fintech": [ { "topic": "acquisition-trends", "query": "fintech acquisitions by banks and financial institutions", "times_run": 9, "last_run_date": "2026-05-17" }, { "topic": "adyen-stripe", "query": "Adyen vs Stripe enterprise payment infrastructure", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "banking-disruption", "query": "digital banking platforms disrupting traditional financial services", "times_run": 8, "last_run_date": "2026-05-15" }, { "topic": "banking-infrastructure", "query": "banking infrastructure modernization and fintech platforms", "times_run": 9, "last_run_date": "2026-05-20" }, { "topic": "brex-ramp", "query": "Brex vs Ramp corporate card and expense management", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "consolidation", "query": "fintech industry consolidation and merger activity", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "crypto-enterprise", "query": "enterprise blockchain and cryptocurrency infrastructure adoption", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "disruption", "query": "fintech companies disrupting traditional banking", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "embedded-finance", "query": "embedded finance adoption and enterprise platform integration", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "embedded-finance", "query": "embedded finance platforms for enterprise adoption", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "ipo-pipeline", "query": "fintech IPO activity and public market performance", "times_run": 8, "last_run_date": "2026-05-19" }, { "topic": "market-entrants", "query": "new fintech platforms entering B2B payments market", "times_run": 9, "last_run_date": "2026-05-19" }, { "topic": "payment-evolution", "query": "B2B payment infrastructure modernization and market shifts", "times_run": 8, "last_run_date": "2026-05-15" }, { "topic": "payments", "query": "enterprise payment processing technology and infrastructure", "times_run": 9, "last_run_date": "2026-05-19" }, { "topic": "plaid-comparison", "query": "Plaid vs competitors in financial data connectivity", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "regulatory-changes", "query": "fintech regulatory changes and compliance requirements", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "square-evolution", "query": "Block Square enterprise payment ecosystem strategy", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "stripe-competitors", "query": "Stripe competitors in B2B payment processing", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "unicorn-growth", "query": "fintech unicorns and high-growth payment companies", "times_run": 9, "last_run_date": "2026-05-18" }, { "topic": "venture-rounds", "query": "fintech Series A and Series B funding announcements", "times_run": 8, "last_run_date": "2026-05-20" } ], "healthtech": [ { "topic": "acquisitions", "query": "healthtech acquisitions by healthcare systems and insurers", "times_run": 8, "last_run_date": "2026-05-18" }, { "topic": "ai-clinical", "query": "AI in clinical decision-making adoption and safety concerns", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "corporate-investment", "query": "healthcare corporate venture investments in digital health", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "digital-health", "query": "digital health startup funding and investment trends", "times_run": 11, "last_run_date": "2026-05-20" }, { "topic": "emerging-platforms", "query": "new healthtech platforms gaining hospital system adoption", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "epic-oracle", "query": "Epic vs Oracle Cerner electronic health records market", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "funding-trends", "query": "digital health companies raising venture capital", "times_run": 8, "last_run_date": "2026-05-17" }, { "topic": "health-data", "query": "healthcare data infrastructure and interoperability platforms", "times_run": 9, "last_run_date": "2026-05-16" }, { "topic": "interoperability", "query": "healthcare data interoperability challenges and solutions", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "ipo-activity", "query": "healthtech companies going public and market performance", "times_run": 8, "last_run_date": "2026-05-15" }, { "topic": "market-entrants", "query": "digital health startups disrupting patient care delivery", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "omada-competitors", "query": "Omada Health competitors in digital therapeutics", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "regulatory-landscape", "query": "digital health regulation changes affecting startups", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "reimbursement", "query": "digital health reimbursement and value-based care models", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "strategic-partnerships", "query": "healthtech partnerships with hospital systems and payers", "times_run": 8, "last_run_date": "2026-05-15" }, { "topic": "teladoc-amwell", "query": "Teladoc vs Amwell telehealth platform comparison", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "telehealth", "query": "telehealth platform startup funding and investment", "times_run": 9, "last_run_date": "2026-05-19" }, { "topic": "telehealth-adoption", "query": "telehealth adoption trends across healthcare organizations", "times_run": 7, "last_run_date": "2026-05-16" }, { "topic": "tempus-foundation", "query": "Tempus vs Foundation Medicine precision medicine platforms", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "veracyte-guardant", "query": "Veracyte vs Guardant Health precision diagnostics competition", "times_run": 7, "last_run_date": "2026-05-19" } ], "hr_tech": [ { "topic": "acquisitions", "query": "HR tech acquisitions by enterprise software companies", "times_run": 9, "last_run_date": "2026-05-20" }, { "topic": "ai-recruiting", "query": "AI in recruiting and hiring compliance concerns", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "ats", "query": "applicant tracking system vendor funding and market activity", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "compensation-trends", "query": "enterprise compensation strategy and pay transparency trends", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "consolidation", "query": "HR technology vendor consolidation and platform mergers", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "dei-evolution", "query": "diversity equity inclusion technology evolution in enterprise", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "emerging-platforms", "query": "new HR platforms gaining enterprise adoption", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "funding-rounds", "query": "HR technology startup funding rounds and acquisitions", "times_run": 9, "last_run_date": "2026-05-19" }, { "topic": "greenhouse-lever", "query": "Greenhouse vs Lever recruiting platform comparison", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "gusto-paylocity", "query": "Gusto vs Paylocity enterprise payroll comparison", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "hris", "query": "best HRIS platforms for enterprise human resources", "times_run": 9, "last_run_date": "2026-05-17" }, { "topic": "lattice-competitors", "query": "Lattice competitors in performance management software", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "learning-development", "query": "enterprise learning and development platform comparison", "times_run": 9, "last_run_date": "2026-05-18" }, { "topic": "market-growth", "query": "HR technology market growth and investment activity", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "remote-work", "query": "remote and hybrid work technology adoption in enterprise", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "rippling-deel", "query": "Rippling vs Deel global workforce management", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "skills-gap", "query": "enterprise workforce skills gap and upskilling strategies", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "unicorn-valuations", "query": "HR tech unicorns and high-growth workforce platforms", "times_run": 8, "last_run_date": "2026-05-21" }, { "topic": "venture-activity", "query": "HR tech Series B and growth-stage funding announcements", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "workday-sap", "query": "Workday vs SAP SuccessFactors enterprise HR comparison", "times_run": 8, "last_run_date": "2026-05-19" } ], "infrastructure_devtools": [ { "topic": "acquisitions", "query": "cloud infrastructure acquisitions by hyperscaler companies", "times_run": 9, "last_run_date": "2026-05-20" }, { "topic": "ai-infrastructure", "query": "AI infrastructure GPU shortage impact on enterprise computing", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "cicd", "query": "best CI/CD platforms for enterprise DevOps teams", "times_run": 9, "last_run_date": "2026-05-17" }, { "topic": "cloud-cost", "query": "cloud cost optimization and FinOps enterprise spending trends", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "datadog-dynatrace", "query": "Datadog vs Dynatrace enterprise observability comparison", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "emerging-platforms", "query": "new developer platforms gaining enterprise engineering adoption", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "funding-rounds", "query": "developer tools and infrastructure startup funding rounds", "times_run": 9, "last_run_date": "2026-05-18" }, { "topic": "github-gitlab", "query": "GitHub vs GitLab enterprise DevOps platform comparison", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "hashicorp-competitors", "query": "HashiCorp infrastructure automation competitors and market position", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "kubernetes", "query": "Kubernetes adoption and container orchestration for enterprise", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "kubernetes-maturity", "query": "Kubernetes adoption maturity and enterprise container strategy", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "market-growth", "query": "cloud infrastructure market growth and vendor investment", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "multi-cloud", "query": "multi-cloud strategy challenges and enterprise architecture shifts", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "observability", "query": "best enterprise observability and monitoring platforms", "times_run": 10, "last_run_date": "2026-05-19" }, { "topic": "open-source-funding", "query": "open source infrastructure companies raising venture capital", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "platform-engineering", "query": "platform engineering adoption trends in enterprise organizations", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "snowflake-databricks", "query": "Snowflake vs Databricks enterprise data platform competition", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "strategic-deals", "query": "infrastructure software strategic partnerships and joint ventures", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "unicorn-valuations", "query": "developer tools startups reaching unicorn valuation", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "vercel-netlify", "query": "Vercel vs Netlify developer platform strategy", "times_run": 8, "last_run_date": "2026-05-20" } ], "legal_compliance": [ { "topic": "acquisitions", "query": "legal tech acquisitions by enterprise software companies", "times_run": 9, "last_run_date": "2026-05-20" }, { "topic": "ai-disruption", "query": "AI disrupting legal services and law firm business models", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "ai-regulation", "query": "AI regulation impact on enterprise compliance requirements", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "consolidation", "query": "legal tech vendor consolidation and platform acquisitions", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "contract-ai", "query": "AI contract management platforms for enterprise legal teams", "times_run": 10, "last_run_date": "2026-05-19" }, { "topic": "contract-automation", "query": "contract automation adoption and enterprise legal operations transformation", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "cross-border", "query": "cross-border data compliance challenges for global enterprises", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "emerging-platforms", "query": "new legal technology platforms gaining enterprise law department adoption", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "esg-compliance", "query": "ESG reporting requirements and enterprise compliance challenges", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "funding-rounds", "query": "legal technology startup funding rounds and acquisitions", "times_run": 9, "last_run_date": "2026-05-18" }, { "topic": "harvey-casetext", "query": "Harvey AI vs Casetext legal AI platform comparison", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "ironclad-docusign", "query": "Ironclad vs DocuSign CLM contract management comparison", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "legal-ops", "query": "legal operations technology for enterprise law departments", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "market-growth", "query": "legal technology market growth and investment activity", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "onetrust-profile", "query": "OneTrust competitors in enterprise privacy management", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "onit-mitratech", "query": "Onit vs Mitratech enterprise legal management platforms", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "privacy-landscape", "query": "data privacy law changes affecting enterprise technology companies", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "privacy-tech", "query": "data privacy compliance technology for enterprise", "times_run": 9, "last_run_date": "2026-05-17" }, { "topic": "regtech-funding", "query": "regulatory technology companies raising venture capital", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "relativity-competitors", "query": "Relativity competitors in enterprise eDiscovery platforms", "times_run": 8, "last_run_date": "2026-05-20" } ], "martech": [ { "topic": "6sense-demandbase", "query": "6sense vs Demandbase enterprise ABM platform comparison", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "abm", "query": "account-based marketing platforms for enterprise B2B", "times_run": 8, "last_run_date": "2026-05-16" }, { "topic": "abm-evolution", "query": "account-based marketing evolution and enterprise adoption trends", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "acquisitions", "query": "martech acquisitions by enterprise software platforms", "times_run": 9, "last_run_date": "2026-05-20" }, { "topic": "ai-marketing", "query": "AI transforming enterprise marketing operations and strategy", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "attribution-challenges", "query": "marketing attribution challenges in enterprise B2B buying cycles", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "cdp", "query": "customer data platform startup funding and vendor landscape", "times_run": 9, "last_run_date": "2026-05-17" }, { "topic": "cdp-landscape", "query": "customer data platform venture funding and market entrants", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "consolidation", "query": "martech vendor consolidation and platform mergers", "times_run": 7, "last_run_date": "2026-05-15" }, { "topic": "content-strategy", "query": "enterprise content marketing strategy shifts and AI impact", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "drift-qualified", "query": "Drift vs Qualified conversational marketing platform comparison", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "emerging-platforms", "query": "new marketing technology platforms gaining enterprise adoption", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "funding-rounds", "query": "marketing technology startup funding rounds and acquisitions", "times_run": 9, "last_run_date": "2026-05-18" }, { "topic": "hubspot-salesforce", "query": "HubSpot vs Salesforce for mid-market B2B companies", "times_run": 7, "last_run_date": "2026-05-19" }, { "topic": "klaviyo-braze", "query": "Klaviyo vs Braze customer engagement platform comparison", "times_run": 8, "last_run_date": "2026-05-20" }, { "topic": "market-growth", "query": "martech market growth and venture investment activity", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "marketing-automation", "query": "best B2B marketing automation platforms for enterprise", "times_run": 10, "last_run_date": "2026-05-19" }, { "topic": "privacy-impact", "query": "cookie deprecation and privacy changes impact on enterprise marketing", "times_run": 7, "last_run_date": "2026-05-17" }, { "topic": "segment-mparticle", "query": "Segment vs mParticle enterprise CDP comparison", "times_run": 6, "last_run_date": "2026-05-16" }, { "topic": "unicorn-valuations", "query": "marketing technology unicorns and high-growth platforms", "times_run": 7, "last_run_date": "2026-05-15" } ], "saas": [ { "topic": "acquisitions", "query": "SaaS acquisitions by private equity and strategic buyers", "times_run": 9, "last_run_date": "2026-05-21" }, { "topic": "ai-integration", "query": "AI feature integration reshaping enterprise SaaS products", "times_run": 7, "last_run_date": "2026-05-18" }, { "topic": "atlassian-strategy", "query": "Atlassian 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