{"adoption": {"forks": 433, "observed_at": "2026-08-28T04:04:33.684139+00:00", "stars": 1379}, "canonical_url": "https://ross.abutalabs.com/products/generative-ai-use-cases", "card": {"archived": false, "artifact_type": "application", "description": "Application implementation with business use cases for safely utilizing generative AI in business operations", "domain": ["artificial-intelligence", "large-language-models", "chatbots", "web-development", "cloud-computing"], "enriched": true, "function": ["chatbot", "rag", "llm-inference", "agent-framework", "prompt-engineering", "chat-interface", "image-processing", "web-framework"], "health_score": 99, "homepage": "https://aws-samples.github.io/generative-ai-use-cases/en/", "language": "TypeScript", "license": "MIT-0", "license_family": "permissive", "maturity": "active", "member_repos": ["aws-samples/generative-ai-use-cases"], "name": "aws-samples/generative-ai-use-cases", "platform": ["cloud", "serverless"], "pushed_at": "2026-08-16T23:12:55+00:00", "repo": "aws-samples/generative-ai-use-cases", "stars": 1379, "tags": ["amazon-bedrock", "generative-ai", "enterprise-ai", "use-case-builder", "agent-builder", "aws-samples", "self-hosted-ai", "llm-chat", "retrieval-augmented-generation", "ai-agents", "web-server", "typescript", "react", "sagemaker", "bedrock"], "topics": ["aws", "bedrock", "generative-ai", "chatbot", "image-generation", "llm", "rag", "sagemaker", "lambda", "react", "typescript", "claude", "mistral", "claude3", "command-r", "llama3", "deepseek-r1", "nova", "claude4"], "urls": [], "use_cases": ["deploy a secure enterprise chatbot on AWS Bedrock", "build a RAG chatbot over internal company documents", "try out generative AI business use cases before building custom solutions", "create custom LLM use cases from prompt templates without coding", "build and deploy AI agents with MCP servers on AWS", "experiment with prompt engineering against multiple LLMs", "automate internal inquiries with a document-grounded assistant"], "what_it_is": "Generative AI Use Cases (GenU) is a well-architected sample application from AWS that demonstrates business use cases for generative AI, built on Amazon Bedrock with a React/TypeScript frontend and serverless backend. It ships with ready-made use cases such as chat, RAG chat, text generation, summarization, and agent chat, plus builders for custom use cases and agents.", "when_to_avoid": ["you are not using AWS or want a cloud-provider-agnostic solution", "you need a lightweight library or SDK to embed in an existing app rather than a full application", "you want a simple open-source chat UI without AWS infrastructure dependencies", "you need fine-grained control over the full stack beyond what a sample application provides"], "when_to_choose": ["you want a production-ready, well-architected reference implementation for generative AI on AWS", "your organization uses Amazon Bedrock and wants secure, deployable AI use cases", "you need RAG, agent, and chat capabilities out of the box with customization options", "you want to evaluate multiple LLMs (Claude, Mistral, Llama, DeepSeek, Nova) in one platform"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/generative-ai-use-cases", "repo": "aws-samples/generative-ai-use-cases", "role": "main", "score": 92}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:04:33.684139+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:40:18.261562+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9ac7902e70a02273689c4f07da1efcdad85d94ffb76b8cd8a75b180f4d4d46c1", "fetched_at": "2026-08-28T04:04:33.684139+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aws-samples/generative-ai-use-cases"}, {"content_hash": "9d7e4611094444bbf1f510687ff8450fab7ba9c3673e31db1398a64e4fa2b374", "fetched_at": "2026-08-29T11:56:37.047676+00:00", "kind": "homepage", "missing": false, "url": "https://aws-samples.github.io/generative-ai-use-cases/en/"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 98, "longevity": 79, "rhythm": 93}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1113, "days_push": 17, "days_rel": 45, "gap_med": 6.0, "n_releases_24m": 29}, "score": 92, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}