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Research observatory 18 / Service interruptions

AI Outage and Reliability Monitor

Published reports of AI outages, downtime, degraded service, availability incidents, and recovery events.

Archived snapshotv33Oct 4, 2026
View latest dataset
Reliability records
50

Published source-backed records

Source references
60

60 distinct URLs shown

Tracked dimensions
4

Service outage / Recovery / Infrastructure incident

Median importance
70

Editorial importance score

Interactive figureReliability
CSV JSON
Data status50 verified records across 3 periods

Each dot is a verified monthly observation of verified records. Lines connect observations in the same series; missing periods are not treated as zero.

Verified observationHover or focus any mark for exact valuesLast updated Oct 4, 2026

Version ledger

Frozen public editions

Each edition preserves the records, method, sources, and downloads available at publication time.

  1. v33 / latestOct 4, 202650 records / 60 sources

    Source-backed fields changed; the frozen snapshot contains 50 records.

  2. v32Oct 2, 202650 records / 60 sources

    +1 records; updated Reliability records. The frozen snapshot contains 50 records.

  3. v31Oct 1, 202649 records / 60 sources

    +2 records; updated Reliability records. The frozen snapshot contains 49 records.

  4. v30Sep 30, 202647 records / 60 sources

    +1 records; updated Reliability records. The frozen snapshot contains 47 records.

  5. v29Sep 29, 202646 records / 60 sources

    +1 records; updated Reliability records. The frozen snapshot contains 46 records.

  6. v28Sep 28, 202645 records / 60 sources

    +1 records; updated Reliability records. The frozen snapshot contains 45 records.

  7. v27Sep 27, 202644 records / 60 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 44 records.

  8. v26Sep 26, 202643 records / 59 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 43 records.

  9. v25Sep 25, 202642 records / 58 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 42 records.

  10. v24Sep 24, 202641 records / 57 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 41 records.

  11. v23Sep 23, 202640 records / 56 sources

    +1 records; +2 sources; updated Reliability records, Source references. The frozen snapshot contains 40 records.

  12. v22Sep 22, 202639 records / 54 sources

    +1 records; +2 sources; updated Reliability records, Source references. The frozen snapshot contains 39 records.

  13. v21Sep 21, 202638 records / 52 sources

    +1 records; +2 sources; updated Reliability records, Source references. The frozen snapshot contains 38 records.

  14. v20Sep 18, 202637 records / 50 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 37 records.

  15. v19Sep 17, 202636 records / 49 sources

    +4 records; +5 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 36 records.

  16. v18Sep 16, 202632 records / 44 sources

    +2 records; +3 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 32 records.

  17. v17Sep 15, 202630 records / 41 sources

    +2 records; +2 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 30 records.

  18. v16Sep 14, 202628 records / 39 sources

    +1 records; +1 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 28 records.

  19. v15Sep 11, 202627 records / 38 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 27 records.

  20. v14Sep 10, 202626 records / 37 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 26 records.

  21. v13Sep 7, 202625 records / 36 sources

    Source-backed fields changed; the frozen snapshot contains 25 records.

  22. v12Sep 5, 202625 records / 36 sources

    +2 records; +6 sources; updated Reliability records, Source references. The frozen snapshot contains 25 records.

  23. v11Sep 4, 202623 records / 30 sources

    +2 records; +4 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 23 records.

  24. v10Sep 3, 202621 records / 26 sources

    +3 records; +6 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 21 records.

  25. v9Sep 2, 202618 records / 20 sources

    +4 records; +5 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 18 records.

  26. v8Sep 1, 202614 records / 15 sources

    Source-backed fields changed; the frozen snapshot contains 14 records.

  27. v7Aug 31, 202614 records / 15 sources

    +1 records; +2 sources; updated Reliability records, Source references. The frozen snapshot contains 14 records.

  28. v6Aug 28, 202613 records / 13 sources

    +1 records; +1 sources; updated Reliability records, Source references, Median importance. The frozen snapshot contains 13 records.

  29. v5Aug 28, 202612 records / 12 sources

    +1 records; +1 sources; updated Reliability records, Source references. The frozen snapshot contains 12 records.

  30. v4Aug 28, 202611 records / 11 sources

    +1 records; +1 sources; updated Reliability records, Source references, Tracked dimensions. The frozen snapshot contains 11 records.

Coverage note

Only publicly reported interruptions in monitored coverage are included. Absence from the tracker is not evidence of uninterrupted service, and duration is not inferred when undisclosed.

Dataset ID
spd:reliability-monitor
Stable URL
/research/reliability-monitor
Version
v33
Coverage
2026-08/2026-10-01
Records
50
Fields
7
Updated

Read the data

The records behind the figure

CSV JSON
AI Outage and Reliability Monitor data records
PublishedRecordDimensionCategoryImportanceSourcesStory URL
2026-08-20Simple AI Opens 2,000 Hours of Robot Training Data Collected Without RobotsService outagemodels700/posts/simple-ai-opens-2-000-hours-of-robot-training-data-collected-without-robots
2026-08-22Stanford Won Databricks’ Agent Cup, but 18.8% of Questions Stumped Every TeamRecoverymodels802/posts/stanford-won-databricks-agent-cup-but-18-8-of-questions-stumped-every-team
2026-08-22AWS Brings GPT-5.6 Cross-Region Inference, With a Data-Location ChoiceInfrastructure incidentinfrastructure801/posts/aws-gives-gpt-5-6-a-global-capacity-route-on-bedrock
2026-08-24EverestLabs Puts AI Agents Near Recycling Controls, but Keeps Operators in ChargeService outageproducts700/posts/everestlabs-puts-ai-agents-near-recycling-controls-but-keeps-operators-in-charge
2026-08-25Guidelight Finds Few Public Rogue-AI Plans as California Requires Safety DisclosuresRecoverypolicy801/posts/guidelight-finds-few-public-rogue-ai-plans-as-california-requires-safety-disclosures
2026-08-25Perplexity’s Portable Computer Runs Agents Locally—but Needs a 24GB Nvidia GPUInfrastructure incidentproducts802/posts/perplexity-s-portable-computer-keeps-ai-agents-local-if-you-have-24gb-of-vram
2026-08-26Meta Adds Voice-Controlled AI and Navigator Home Screen to Quest, With Narrow Initial AccessService outageproducts800/posts/meta-adds-voice-controlled-ai-and-navigator-home-screen-to-quest-with-narrow-initial-access
2026-08-26OpenAI Details Agent Breach of Hugging Face, Halts Research Model and Tightens ControlsRecoveryinfrastructure902/posts/openai-details-agent-breach-of-hugging-face-halts-research-model-and-tightens-controls
2026-08-27OpenAI Tests Persistent Codex Mode That Keeps Working Until Put to SleepRecoverymodels801/posts/openai-tests-persistent-codex-mode-that-keeps-working-until-put-to-sleep
2026-08-28Netflix’s GenRec Pairs a 0.006% Gain With Catalog-Bound LLM RankingService outagemodels701/posts/netflix-s-genrec-edges-production-ranker-by-0-006-relative-online-with-fewer-labels
2026-08-28Meta Tests Data-Center Repair Robots, but Cable Bots Still Need Human SupervisionDegradationinfrastructure701/posts/meta-tests-data-center-repair-robots-but-cable-bots-still-need-human-supervision
2026-08-28Salesforce Uses SageMaker Placement Controls to Meet 2-AZ Agentforce Standard, Keep 8x SavingsInfrastructure incidentinfrastructure701/posts/salesforce-uses-sagemaker-placement-controls-to-meet-2-az-agentforce-standard-keep-8x-savings
2026-08-28SageMaker Feature Store Adds 25-Record Batch Writes and a Record-Discovery APIDegradationinfrastructure701/posts/sagemaker-feature-store-adds-25-record-batch-writes-and-a-record-discovery-api
2026-08-31Pixel Watch 5 Reaches Stores With Offline Gemini Actions and Europe-First Breathing AlertsDegradationproducts902/posts/pixel-watch-5-reaches-stores-with-offline-gemini-actions-and-europe-first-breathing-alerts
2026-09-01ChatGPT Work Tasks Stall as Microsoft Investigates Separate Exchange Online IssuesDegradationproducts501/posts/chatgpt-work-tasks-stall-as-microsoft-investigates-separate-exchange-online-issues
2026-09-01Qwen3.8-Max Leads Open-Weight Commerce Agent Bench by Two Passes, With Audit LimitsRecoverymodels800/posts/qwen3-8-max-leads-open-weight-commerce-agent-bench-by-two-passes-with-audit-limits
2026-09-01Orbis Lets Users Alter Prompts Mid-Stream as Visko Takes Its Video Model PublicService outagemodels903/posts/visko-opens-orbis-with-live-4k-video-backed-by-10m-pre-seed
2026-09-01AWS Publishes Rust Edge Pattern for 256 MB Gateways, Keeping Cloud Agents ConditionalInfrastructure incidentinfrastructure701/posts/aws-publishes-rust-edge-pattern-for-256-mb-gateways-keeping-cloud-agents-conditional
2026-09-02Aranya Raises $11M for Software It Says Can Ready GPU Clusters in 48 HoursInfrastructure incidentstartups802/posts/aranya-raises-11m-to-turn-bare-metal-gpu-servers-into-production-clusters
2026-09-02ASUS Adds RTX Spark to ProArt PCs for Local AI WorkInfrastructure incidentproducts801/posts/asus-adds-rtx-spark-pcs-with-up-to-128gb-of-unified-memory-for-local-ai
2026-09-02Empirik Emerges With $21M to Check Infrastructure Changes Before DeploymentDegradationstartups803/posts/empirik-emerges-with-21m-to-check-infrastructure-changes-before-deployment
2026-09-03OpenAI Applies Mitigation as ChatGPT and Codex Errors Hit Core ServicesRecoveryproducts612/posts/openai-applies-mitigation-after-elevated-errors-hit-chatgpt-and-codex
2026-09-03Four Major AI Services Suffer Rare, Overlapping OutagesRecoveryculture682/posts/four-major-ai-services-suffer-rare-overlapping-outages
2026-09-04Artificial Analysis Clarifies Astra’s 67-Point Coding Score Is a Codex System ResultService outagebusiness926/posts/artificial-analysis-clarifies-astra-s-67-point-coding-score-is-a-codex-system-result
2026-09-04GitHub Launches HydraFusion, Citing 67% Lower Cost on Terminal-Bench 2.1Recoverytools730/posts/github-launches-hydrafusion-citing-67-lower-cost-on-terminal-bench-2-1
2026-09-10Nokia Launches Cognitive Operations to Bring AI to Critical Field WorkDegradationproducts681/posts/nokia-launches-cognitive-operations-to-bring-ai-to-critical-field-work
2026-09-11Google Adds AI-Guided Measurement Tools and Opens Meridian GeoX GloballyRecoverytools581/posts/google-adds-ai-guided-measurement-tools-and-opens-meridian-geox-globally
2026-09-14Perplexity Adds a Local AI Agent to Windows PCs With 24GB RTX GPUsInfrastructure incidentproducts681/posts/perplexity-adds-a-local-ai-agent-to-windows-pcs-with-24gb-rtx-gpus
2026-09-14LlamaIndex Publishes Two-Pass OCR Workflow for Small Document Data RoomsService outagetools581/posts/llamaindex-publishes-two-pass-ocr-workflow-for-small-document-data-rooms
2026-09-14Manhattan DA Seizes 12 Domains Accused of Selling Celebrity DeepfakesService outagepolicy781/posts/manhattan-da-seizes-12-domains-accused-of-selling-celebrity-deepfakes
2026-09-15Victorian Minister Rejects NextDC’s Lobbying Push for Footscray AI Data CentreInfrastructure incidentinfrastructure551/posts/victorian-minister-rejects-nextdc-s-lobbying-push-for-footscray-ai-data-centre
2026-09-15Google Research Publishes Retrieve-for-Train to Speed Up Multi-Query SearchRecoverymodels682/posts/google-research-publishes-retrieve-for-train-to-speed-up-multi-query-search
2026-09-16Lambda Brings a Trillion-Parameter Model to MLPerf’s New Agent TestDegradationinfrastructure642/posts/lambda-publishes-mlperf-results-with-a-trillion-parameter-agent-test
2026-09-16Google Publishes Teen AI Study Finding 74% of Users Use It Weekly to StudyService outageculture581/posts/google-publishes-teen-ai-study-finding-74-of-users-use-it-weekly-to-study
2026-09-16CoreWeave Publishes MLPerf Results, Claims Cloud-Provider LeadsInfrastructure incidentinfrastructure681/posts/coreweave-publishes-mlperf-results-claims-cloud-provider-leads
2026-09-16NVIDIA Publishes Vera Rubin Preview With Up to 3.7x Higher MLPerf ThroughputDegradationinfrastructure761/posts/nvidia-publishes-vera-rubin-preview-with-up-to-3-7x-higher-mlperf-throughput
2026-09-17Scaleout Demonstrates Drone and Field AI Built for Disrupted LinksService outagestartups671/posts/scaleout-demonstrates-drone-and-field-ai-built-for-disrupted-links
2026-09-21Citizens Advice Urges Essential Services to Guarantee Human SupportService outagepolicy672/posts/citizens-advice-urges-essential-services-to-guarantee-human-support
2026-09-22Researchers Publish Framework Warning AI Companions Could Deepen Social InequalityRecoveryculture642/posts/researchers-publish-framework-warning-ai-companions-could-deepen-social-inequality
2026-09-23Together AI Adds Three Model Rollout Paths; Canary Pauses on Metric RegressionsDegradationtools582/posts/together-ai-adds-three-model-rollout-paths-canary-pauses-on-metric-regressions
2026-09-23Google Adds Offline AI Agent Workflows to Antigravity SDKInfrastructure incidenttools631/posts/google-adds-offline-ai-agent-workflows-to-antigravity-sdk
2026-09-24Rockwell Says Factory AI Cut Downtime 33% and Will Reach More PlantsService outagebusiness601/posts/rockwell-says-factory-ai-cut-downtime-33-and-will-reach-more-plants
2026-09-25Perplexity Finds 21% Fewer Tool Failures Between Trained Agent VersionsService outagemodels601/posts/perplexity-finds-21-fewer-tool-failures-between-trained-agent-versions
2026-09-26Australian Senate Inquiry Calls OpenAI and Anthropic Chiefs to Answer AI Safety QuestionsService outagepolicy682/posts/australian-senate-inquiry-calls-openai-and-anthropic-chiefs-to-answer-ai-safety-questions
2026-09-27Researcher Traces How Likely OpenAI-Linked Agents Retrieved Public UN DataService outagebusiness582/posts/researcher-traces-how-likely-openai-linked-agents-retrieved-public-un-data
2026-09-28Mistral Opens Munich Hub to Develop AI for Industrial EngineeringService outagebusiness651/posts/mistral-opens-munich-hub-for-ai-research-on-industrial-engineering
2026-09-29OpenAI Releases GPT-6.1 Sol at One-Fifth Its Flagship’s Token PricesService outagemodels692/posts/openai-releases-gpt-6-1-sol-at-one-fifth-its-flagship-s-token-prices
2026-09-30Cohere Releases Embed 5 With Compatible Models for Indexing and Live SearchDegradationmodels581/posts/cohere-releases-embed-5-with-compatible-models-for-indexing-and-live-search
2026-10-01Anthropic Finds Downloadable GLM-5.3 Nears Claude’s Exploit-Building AbilityService outagemodels752/posts/anthropic-finds-downloadable-glm-5-3-nears-claude-s-exploit-building-ability
2026-10-01LangChain Says Model Routing Cut Median AI Coding Cost by 64%Recoverytools481/posts/langchain-says-model-routing-cut-median-ai-coding-cost-by-64

Measurement technique

How to read this report

  1. 01Records require an explicit outage, degradation, availability incident, or recovery event.
  2. 02Each published development contributes one observation; repeated reports without a material update are excluded by the editorial pipeline.
  3. 03The monitor does not convert anecdotal user reports into measured downtime.

Sources

Evidence

40 publishers supporting 60 records. Expand a publisher to inspect its cited pages.

aws.amazon.comaws.amazon.com4 sources / 4 records
Introducing cross-Region inference for OpenAI GPT-5.6 models on Amazon Bedrock | Amazon Web Services1 supporting recordSpreading the load: How Salesforce met Multi-AZ HA with SageMaker Inference Components | Amazon Web Services1 supporting recordBatch write and discover records in Amazon SageMaker Feature Store | Amazon Web Services1 supporting recordBuild edge AI agents with the AWS IoT Greengrass Component SDK for Rust | Amazon Web Services1 supporting record
blog.googleblog.google4 sources / 4 records
You can officially buy the Pixel 11 phones and Pixel Watch 5.1 supporting recordPixel Watch 5: Proactive assistance and advanced health tracking on your wrist1 supporting recordDrive profitable growth with new data and measurement tools1 supporting record5 things to know about teens' views on AI today1 supporting record
WIREDwired.com3 sources / 3 records
OpenAI Is Developing a ‘Persistent’ AI Agent1 supporting recordInside Meta’s Push to Put Robots to Work in Data Centers1 supporting recordNew York Seizes a Dozen Celebrity Deepfake Websites1 supporting record
Ars Technicaarstechnica.com2 sources / 2 records
Four major AI models suffer rare overlapping downtime1 supporting recordNATO-backed startup adapts AI for autonomous drone recon and attack missions1 supporting record
artificialanalysis.aiartificialanalysis.ai2 sources / 2 records
Coding Agent Index Methodology | Artificial Analysis1 supporting recordCodex vs Muse Code: Coding Agent Comparison1 supporting record
blogs.nvidia.comblogs.nvidia.com2 sources / 2 records
Perplexity Portable Computer Is Now Available on Windows, Powered by NVIDIA RTX1 supporting recordNVIDIA Vera Rubin NVL72 Delivers Leading Performance in MLPerf Inference v6.1 Debut1 supporting record
Show 34 more publishers
CNBCcnbc.com2 sources / 2 records
OpenAI releases sweeping report on Hugging Face AI agent hack1 supporting recordMicrosoft Outlook and OpenAI's ChatGPT Work are experiencing user outages1 supporting record
databricks.comdatabricks.com2 sources / 2 records
Evaluating AI Agents Live at the Grounded Reasoning Cup1 supporting recordIntroducing OfficeQA Pro V2: A New Benchmark for Enterprise Grounded-Reasoning1 supporting record
finance.yahoo.comfinance.yahoo.com2 sources / 2 records
AI startup Visko closes $10 million pre-seed round and launches Orbis, its first Live Model1 supporting recordempirik.ai emerges from stealth with $21 Million to build the AI Agent for Infrastructure Change1 supporting record
openai.comopenai.com2 sources / 2 records
The Hugging Face incident and the road ahead1 supporting recordSafety overview: GPT-6 Astra1 supporting record
research.googleresearch.google2 sources / 2 records
research.google1 supporting recordBypassing inference bottlenecks: Accelerating complex AI search with Retrieve-for-Train1 supporting record
status.openai.comstatus.openai.com2 sources / 2 records
ChatGPT Work Mode High Error Rates1 supporting recordElevated errors across ChatGPT and Codex - OpenAI Status1 supporting record
TechCrunchtechcrunch.com2 sources / 2 records
Frontier AI labs still won't say how they'd contain a rogue model | TechCrunch1 supporting recordSequoia-incubated Empirik launches with $21M to predict outages before they happen | TechCrunch1 supporting record
theguardian.comtheguardian.com2 sources / 2 records
Datacentre giant accused of using AI while lobbying for Victorian minister’s support for hyperscale factory1 supporting recordStop relying on chatbots for customer care, UK service providers urged1 supporting record
together.aitogether.ai2 sources / 2 records
together.ai1 supporting recordCanary rollouts: upgrade models in production without downtime1 supporting record
arcprize.orgarcprize.org1 source / 1 record
GPT-6 Astra - ARC-AGI Results1 supporting record
arxiv.orgarxiv.org1 source / 1 record
GenRec: An LLM-Backed Recommendation Ranker at Netflix1 supporting record
bastillepost.combastillepost.com1 source / 1 record
AI startup Visko closes $10 million pre-seed round and launches Orbis, its first Live Model1 supporting record
coreweave.comcoreweave.com1 source / 1 record
MLPerf® Inference v6.1 Results: CoreWeave Leads Providers1 supporting record
developers.googleblog.comdevelopers.googleblog.com1 source / 1 record
Introducing Support for Local AI Models in the Antigravity SDK- Google Developers Blog1 supporting record
firstpost.comfirstpost.com1 source / 1 record
Perplexity Launches AI Tool That Runs Locally And Seeks Permission For Cloud Help1 supporting record
futurism.comfuturism.com1 source / 1 record
World Plunged Into Chaos as ChatGPT, Claude, and Grok Suddenly Go Down Simultaneously: "Finally I Can See the Sun!"1 supporting record
gov.ukgov.uk1 source / 1 record
gov.uk1 supporting record
gui-agent.github.iogui-agent.github.io1 source / 1 record
gui-agent.github.io1 supporting record
lambda.ailambda.ai1 source / 1 record
MLPerf Inference v6.1: pioneering agent, VLM benchmarks1 supporting record
llamaindex.aillamaindex.ai1 source / 1 record
Just-in-Time Agentic OCR1 supporting record
marktechpost.commarktechpost.com1 source / 1 record
Perplexity Trains Its Computer Agent on Real Mistakes With Hint-Guided Self-Distillation1 supporting record
minister.defence.gov.auminister.defence.gov.au1 source / 1 record
Press Conference, Sydney1 supporting record
mlcommons.orgmlcommons.org1 source / 1 record
mlcommons.org1 supporting record
nature.comnature.com1 source / 1 record
nature.com1 supporting record
news.microsoft.comnews.microsoft.com1 source / 1 record
Rockwell Automation pairs AI with decades of shop floor know-how so workers can solve glitches faster - Source1 supporting record
nokia.comnokia.com1 source / 1 record
Nokia launches AI and edge platform to help mining and construction industries, public safety, and defense organizations run safer, more resilient field operations1 supporting record
osworld-v2.xlang.aiosworld-v2.xlang.ai1 source / 1 record
osworld-v2.xlang.ai1 supporting record
phys.orgphys.org1 source / 1 record
AI companions may erode social skills among isolated users, framework suggests1 supporting record
press.asus.compress.asus.com1 source / 1 record
press.asus.com1 supporting record
prnewswire.comprnewswire.com1 source / 1 record
prnewswire.com1 supporting record
sequoiacap.comsequoiacap.com1 source / 1 record
sequoiacap.com1 supporting record
siliconangle.comsiliconangle.com1 source / 1 record
Aranya raises $11M to turn bare-metal servers into AI clusters in less than 48 hours - SiliconANGLE1 supporting record
venturebeat.comventurebeat.com1 source / 1 record
Perplexity partners with Nvidia to launch Portable Computer, a fully local AI agent with zero token costs1 supporting record
visko.aivisko.ai1 source / 1 record
visko.ai1 supporting record
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