Where our figures come from
The published sources behind the reliability and AI model figures on this website.
How reliably AI answers can be verified
- Amazon Web Services: Automated Reasoning checks in Amazon Bedrock Guardrails. Used for: fixed logical checks verify AI answers with up to 99% accuracy. Stated by AWS at general availability in August 2025 and again in June 2026. AWS News Blog (archived copy) · AWS announcement, June 2026 (archived copy)
The figure is the provider's own statement of what the check achieves at best. What it achieves for a particular set of rules is measured in the pilot.
Failover for AI systems
- Amazon Web Services: Implementing resilience patterns with Amazon Bedrock and LLM gateway. 30 June 2026. Used for: failover is built in a gateway in front of the models; cross-region inference adds capacity and is not a failover mechanism. aws.amazon.com (archived copy)
- Microsoft: High availability and resiliency for Microsoft Foundry projects and Agent Services. 21 September 2026. Used for: no automatic failover by the platform; multi-region deployments, redundant state stores with backup and redeployable agents are set up by the customer. learn.microsoft.com (archived copy)
Redundant network and security components: source [5], BSI IT-Grundschutz NET.1.1, A28 and A29.
Network connection, encryption and identity
- BSI (Germany): IT-Grundschutz-Kompendium, module NET.3.3 VPN. Edition 2023. Used for: planning, configuration and placement of VPN components. bsi.bund.de (archived copy)
- BSI (Germany): IT-Grundschutz-Kompendium, module OPS.2.2 Cloud-Nutzung. Edition 2023. Used for: planning of the network connection to a cloud service, responsibilities, emergency concept. bsi.bund.de
- BSI (Germany): Cloud Computing Compliance Criteria Catalogue (C5:2026). Version 1.0.1, first published 7 April 2026. Used for: transport protection, security gateways at network borders, region of processing, and the criteria for the customer of a cloud service. bsi.bund.de (archived copy)
- BSI (Germany): Technical Guideline TR-02102, Cryptographic Mechanisms: Recommendations and Key Lengths. Version 2026-01. Part 1, general recommendations and quantum-safe mechanisms: bsi.bund.de (archived copy). Part 2, TLS: bsi.bund.de (archived copy). Part 3, IPsec and IKEv2: bsi.bund.de (archived copy)
- Model Context Protocol: specification, version of 28 July 2026, authorisation. Used for: sign-in built on OAuth 2.1; a connector accepts only tokens issued for itself and passes no token on. modelcontextprotocol.io (archived copy)
Documentation of the cloud provider for the table of connection types
- Amazon Web Services: Amazon VPC Connectivity Options, network to Amazon VPC. Read 12 October 2026. Used for: the list of connection types. docs.aws.amazon.com (archived copy)
- Amazon Web Services: Direct Connect User Guide, What is Direct Connect. Read 12 October 2026. Used for: fibre, VLAN and BGP as requirements for the on-premise router. docs.aws.amazon.com (archived copy)
- Amazon Web Services: Direct Connect User Guide, virtual interfaces. Read 12 October 2026. Used for: private, public and transit access over a line. docs.aws.amazon.com (archived copy)
- Amazon Web Services: Direct Connect locations. Read 11 October 2026. Used for: the two buildings in Frankfurt and the port speeds. aws.amazon.com (archived copy)
- Amazon Web Services: Site-to-Site VPN User Guide, tunnel options. Read 11 October 2026. Used for: the settings of the IPsec tunnel. docs.aws.amazon.com (archived copy)
- Amazon Web Services: Client VPN Administrator Guide, mutual authentication. Read 12 October 2026. Used for: certificates limited to RSA with 1024 or 2048 bit. docs.aws.amazon.com (archived copy)
The documentation of the cloud provider used for the connection architecture is listed in the document itself. Firewall structure and redundant connections: source [5], BSI IT-Grundschutz NET.1.1.
How would this look in a specific case? 20 minutes, without obligation.
Discuss a use caseHuman oversight in organisations
- KPMG US: AI Quarterly Pulse Survey, third quarter of 2026. Press release of 24 September 2026, and the report of the survey. Used for: 49% of the organisations surveyed have identified high-risk use cases in which autonomous decisions of AI agents are not allowed, up from 28% in the third quarter of 2025. Survey of 314 C-suite and business leaders of organisations in the United States with an annual revenue of 1 billion US dollars or more, 24 July to 25 August 2026. kpmg.com (archived copy), report (PDF) (archived copy)
The figure describes large organisations in the United States. It shows a practice, not a requirement of a standard.
Capability scores and where models run
- Capability score. Artificial Analysis Intelligence Index, version 4.3.2, as of 10 October 2026. artificialanalysis.ai (archived copy)
- Where each model can run. Amazon Web Services, documentation for Amazon Bedrock: regional availability by model, as of 10 October 2026. docs.aws.amazon.com (archived copy)
- BSI C5. Amazon Web Services: attestation of type 2 against the catalogue C5:2020, audit period 1 October 2024 to 30 September 2025; the successor C5:2026 is binding for audit periods that begin on or after 1 June 2027; services in scope for C5, list updated 13 January 2026. aws.amazon.com (archived copy)
- Data handling in the cloud. Amazon Web Services, documentation for Amazon Bedrock: data protection (the model provider has no access to requests and answers). docs.aws.amazon.com (archived copy)
- Use of content by the cloud provider. Amazon Web Services, Amazon Bedrock FAQ, read 11 October 2026: content is not used to improve the base models and is not shared with any model provider. aws.amazon.com (archived copy)
- Kolibri. Aleph Alpha, release of October 2026. aleph-alpha.com (archived copy)
AI functions of Cisco: what is available and what is announced
- Cisco, Webex blog: Cisco Live 2026: Advancing Cisco Calling with AI, Hybrid Flexibility, and Resilience. June 2026. Used for: AI Receptionist and Cisco AI Assistant for Webex Calling are generally available; both are announced for Cisco Unified Communications Manager. blog.webex.com (archived copy)
- Cisco, Webex blog: AI Receptionist for Webex Calling is Now Generally Available. June 2026. Used for: what the AI Receptionist does; further languages, German among them, are announced. blog.webex.com (archived copy)
- Cisco, Webex blog: Modernizing the on-premises Contact Center with AI; Webex AI Agent now available with CCE Release 15. August 2026. Used for: Webex AI Agent for Contact Center Enterprise 15, connected to the Cisco cloud. blog.webex.com
- Cisco, Webex Help Center: Get started with Webex AI Agent. 25 September 2026. Used for: AI agents that work on their own or along a script, by voice and by chat. help.webex.com
- Cisco, Webex Help Center: Supported languages and voices for AI agents. 30 September 2026. Used for: German and French among the languages. help.webex.com (archived copy)
- Cisco, Webex Help Center: Data Security, Privacy, and Residency in Webex Contact Center. 10 September 2026. Used for: processing of the AI functions in the EU region. help.webex.com
- Cisco, RoomOS documentation: Cisco collaboration devices with Microsoft Teams Rooms. Used for: the Cisco devices that run Microsoft Teams Rooms, their management in the Teams admin center and in Control Hub. roomos.cisco.com
Read on 13 October 2026. Announcements are plans of the vendor and can change.
Your AI. Your data. In the EU.
Discuss a use case with us
20 minutes, without obligation: the situation is described, and we say what AI can realistically do, and what it cannot.
Open the form
- contact@ingnetworks.com
- Phone
- +49 1515 3851511
- Address
- Ingenious Networks GmbH
Eisenacher Straße 6
10777 Berlin, Germany