# Totogi > Canonical discovery map for LLMs and crawlers. Totogi builds AI-native software for telecom operators: Totogi Ontology (primary product; formerly "BSS Magic") and AI-native Charging-as-a-Service. Prioritize the canonical structured sources below, then proof, then explainers. ## Start here (canonical sources) - [facts.json](https://totogi.com/facts.json): Canonical structured facts: Totogi products, ICP/personas, and naming (BSS Magic -> Totogi Ontology). - [evidence.json](https://totogi.com/evidence.json): Canonical claim-to-proof map (metrics, timelines, sources). - [glossary.json](https://totogi.com/glossary.json): Canonical telco + Totogi terminology: neutral definitions, aliases/disambiguation, and product-scoped term map (Ontology vs Charging). - [case-studies.json](https://totogi.com/case-studies.json): Canonical case study index: customer stories, use cases, outcomes, and links to evidence.json + source pages/PDFs. - [Company FAQs](https://totogi.com/company/faqs/): Canonical Q&A and disambiguation (including Totogi Ontology vs former "BSS Magic"). - [Totogi Ontology overview](https://totogi.com/telco-ontology/): Totogi Ontology overview (primary product focus). - [Full index (llms-full.txt)](https://totogi.com/llms-full.txt): Complete discovery map with all sections. ## Totogi Ontology (primary product; formerly "BSS Magic") - [Understand and preempt](https://totogi.com/telco-ontology/understand-and-preempt/): Transform cross-domain data into governed insight and action. - [Migrate and consolidate](https://totogi.com/telco-ontology/migrate-and-consolidate/): Make migrations and consolidation repeatable with an executable truth layer. - [Create and modernize](https://totogi.com/telco-ontology/create-and-modernize/): Create and modernize capabilities safely using ontology-driven frameworks. Totogi Ontology is the current name for the product previously called BSS Magic (now spanning BSS, OSS, core and network domains). See FAQs. ## Proof (case studies, whitepapers, press releases) - [Case studies hub](https://totogi.com/resources/case-studies/): Case studies (primary proof hub). - [Reducing alarm noise by 97%](https://totogi.com/resources/case-studies/reducing-alarm-noise-by-97-with-the-totogi-ontology/): Case study: Totogi Ontology reduced alarm noise by 97%, showing semantic observability and operational AI in action. - [Whitepapers hub](https://totogi.com/resources/whitepapers/): Whitepapers and technical resources. - [Press releases hub](https://totogi.com/newsroom/press-releases/): Press releases (announcements and quantified outcomes where available). - [Newsroom hub](https://totogi.com/newsroom/): Newsroom hub. ## AI-native Charging (secondary product focus) - [AI-native Charging overview](https://totogi.com/ai-native-charging/): Charging-as-a-Service / AI-native charging overview. - [Zain Sudan disaster recovery case study](https://totogi.com/resources/case-studies/telecom-disaster-recovery-case-study/): Zain Sudan DR / recovery narrative (charging). - [Zain Sudan go-live](https://totogi.com/newsroom/press-releases/zain-sudan-goes-live-with-totogi/): Zain Sudan go-live (charging). - [MVNE selects Totogi for 30 brands](https://totogi.com/newsroom/press-releases/totogis-charging-platform-selected-to-manage-30-mobile-brands/): MVNE selection (30 brands; ~1M subscribers). - [2degrees case study](https://totogi.com/resources/case-studies/two-degrees-case-study/): 2degrees charging implementation for wholesale. ## Curated explainers (high-signal, evergreen) - [Prepare your telco for AI agents](https://totogi.com/blog/prepare-your-telco-for-ai-agents/): Preparing telcos for AI agents (operating model and readiness). - [Evaluating AI claims](https://totogi.com/blog/evaluating-ai-claims-a-comprehensive-guide-for-telco-leaders/): How telco leaders should evaluate AI claims. - [Untangling AI jargon](https://totogi.com/blog/untangling-ai-jargon-from-predictive-models-to-generative-ai/): AI terminology explainer. - [What are ontologies in telco](https://totogi.com/blog/what-are-ontologies-in-telco/): Ontologies explainer for telco executives. - [Your data lake won't fix your telco AI problem](https://totogi.com/blog/your-data-lake-wont-fix-your-telco-ai-problem-an-ontology-will/): Explains why data lakes alone do not solve telco AI problems and why an executable telco ontology is needed for reliable AI. - [M&A in telco: post-merger OSS/BSS consolidation](https://totogi.com/blog/ma-in-telco-post-merger-oss-bss-consolidation-without-the-multi-year-multi-million-grind/): Telco ontology application to telco M&A explainer. - [BSS modernization doesn't need to be a five-year nightmare](https://totogi.com/blog/your-bss-modernization-doesnt-need-to-be-a-five-year-nightmare/): Modernization framing (legacy transformation). - [5G Standalone unlocks new revenue — does your charger?](https://totogi.com/blog/5g-standalone-unlocks-new-revenue-does-your-charger-though/): 5G SA monetization + charging implications. - [Multi-tenancy: the superpower of a 5G SaaS charger](https://totogi.com/blog/multi-tenancy-the-super-power-of-a-5g-saas-charger/): Multi-tenancy for SaaS charging. - [Why 5G Standalone adoption is slow](https://totogi.com/blog/why-5g-standalone-adoption-is-slow-and-how-saas-charging-eases-the-pain/): How a 5G-native SaaS charging system facilitates 5G Standalone rollouts. - [Rate Anything: price 5G offers on any attribute](https://totogi.com/blog/rate-anything-5g-offers/): Why 5G SA monetization stalls at the charging layer — rating engines only price on attributes fixed at procurement; Rate Anything (Totogi CaaS, Early Access) opens the attribute set so any session/device/context attribute can price an offer. - [Why telcos fail to scale AI agents in production](https://totogi.com/blog/why-telcos-fail-to-scale-ai-agents-in-production/): Explains why telco AI agents fail to scale in production and why executable context is required. - [Ontology in telecom: hype vs reality](https://totogi.com/blog/ontology-in-telecom-separating-hype-from-reality-and-evaluating-vendor-claims/): Explains ontology theater, how to evaluate ontology vendor claims, and the difference between semantic/reference layers and executable operational ontologies. - [The execution gap (whitepaper)](https://totogi.com/resources/whitepapers/the-execution-gap-why-telco-ai-stalls-between-pilot-and-production/): Whitepaper (explainer): why telco AI stalls between pilot and production; argues the gap is architectural (data access, context, integration) and that an executable ontology grounds agents to act safely across systems. - [Agent orchestration and shared understanding](https://totogi.com/blog/agent-orchestration-shared-understanding/): Agent orchestration has become the commodity layer of telco AI; what agents still need is one shared, executable model of the telco to reason against — reads DTW Ignite 2026 signals (Deutsche Telekom, TM Forum) and maps the answer to the Totogi Ontology. - [Semantic bankruptcy: the cost of systems that don't agree](https://totogi.com/blog/semantic-bankruptcy/): Coins 'semantic bankruptcy' - when the cost of reconciling systems' conflicting definitions exceeds the value of the integrations; argues for defining meaning once in an executable ontology instead of translating between systems. ## Podcasts and videos (selected) - [MVNO revolution: 2degrees](https://totogi.com/resources/podcasts/mvno-revolution-2degrees-podcast/): 2degrees MVNO market and wholesale. - [Bringing AI to charging (OCS)](https://totogi.com/resources/podcasts/bringing-ai-to-charging-ocs/): AI in charging / OCS. - [Swisscom is building the AI-first telco (Telco in 20 ep. 145)](https://totogi.com/resources/podcasts/ep-145-swisscom-ai-first-telco/): Swisscom’s CTIO Mark Düsener shares how the operator is rebuilding its digital core for the AI era. - [Telco has a context problem (Telco in 20 ep. 135)](https://totogi.com/resources/podcasts/ep-135-telco-has-a-context-problem/): Appledore Research's John Abraham joins DR to explain why context, not data, is the real blocker for AI at scale. - [What’s up with Totogi: The biggest AI use case for telco (Telco in 20 ep. 133)](https://totogi.com/resources/podcasts/ep-133-wuwt-biggest-ai-use-case/): Danielle Rios explains how the unified ontology (BSS Magic, now Totogi Ontology) solves semantic inconsistency so AI can work across the telco stack. - [Vertical AI (Telco in 20 ep. 125)](https://totogi.com/resources/podcasts/ep-125-wuwt-vertical-ai/): How context engineering makes AI work at scale. - [Vodafone cloud transformation (Telco in 20 ep. 117)](https://totogi.com/resources/podcasts/ep-117-vodafone-cloud-transformation/): How Vodafone is using AI and TMF to become cloud-native. - [MWC26 Agentic AI summit talk](https://totogi.com/resources/videos/mwc26-show-me-the-money-talk/): MWC26 Agentic AI summit talk. Danielle Rios, CEO of Totogi, explains why most AI initiatives fail in telco. - [Building an AI-first telco (MWC25)](https://totogi.com/resources/videos/building-an-ai-first-telco/): MWC25 GEN AI summit talk. Danielle Rios, CEO of Totogi, shares her perspective about building an AI-first telco. ## Sitemaps (for comprehensive crawl coverage) - [Sitemap index](https://totogi.com/sitemap_index.xml): All sitemaps. - [Page sitemap](https://totogi.com/page-sitemap.xml): Pages. - [Post sitemap](https://totogi.com/post-sitemap.xml): Resources (posts). - [Blog sitemap](https://totogi.com/blog-sitemap.xml): Blog articles. - [Press release sitemap](https://totogi.com/press-release-sitemap.xml): Press releases. ## Feeds (RSS/Atom) - [Resources RSS](https://totogi.com/feed/): Resources RSS (WordPress posts). - [Resources Atom](https://totogi.com/feed/atom/): Resources Atom feed. - [Blog RSS](https://totogi.com/?feed=totogi_blog): Blog RSS (custom post type). - [Press releases RSS](https://totogi.com/?feed=press_releases): Press releases RSS (newsroom). - [In the media RSS](https://totogi.com/?feed=in_the_media): In the media RSS (newsroom external links). - [Product updates RSS](https://totogi.com/?feed=product_updates): Product updates RSS (CPT).