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AI Agents
What Is Writer AI? Enterprise Generative AI Platform [2026]
Writer is an enterprise agent platform with Palmyra models, Knowledge Graph, and Agent Builder. See its components, pricing, and integrations.
Contributing author
Ayswarrya G
Contributing Writer — Data Engineering & Metadata
Ayswarrya G is an independent consultant and one of Atlan's earliest writers, with eight years spent helping enterprise data teams turn dense technical concepts into content people actually use. She wrote some of the first widely read explainers on DataOps, data catalogs, data quality, and metadata management. Today she covers the context layer that makes scattered information trustworthy for both AI agents and humans.
/ Profile
About Ayswarrya.
Ayswarrya is an independent consultant at Atlan covering data engineering, active metadata management, and the emerging context layer. She has been with Atlan since the company's early days, leading content operations and community engagement while writing some of the first widely read pieces on DataOps, data catalogs, quality, governance, and metadata management.
Before starting her own consultancy, Ayswarrya built digital content strategy functions at cloud hosting and data management companies in India, Brazil, and the US. Having lived and worked across four continents, she writes for genuinely global audiences and has a long habit of turning dense technical concepts into content that people actually use.
Today she brings that range to B2B technology and SaaS brands, building content designed to be found and cited across both traditional search and AI answer engines.
After years spent making complex technology understandable across markets and cultures, she now writes about the context layer that turns scattered information and institutional memory into something both AI agents and humans can trust.
Recent articles by Ayswarrya G.
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- 02AI Agents
What Is Braintrust? How the AI Eval Platform Works in 2026
Braintrust is an AI eval platform for tracing and scoring LLM agents. See how it works, what an eval score leaves open, and where context…
- 03AI Agents
Writer Knowledge Graph vs Enterprise Context Layer
Writer Knowledge Graph vs a governed enterprise context layer: what each grounds, where in-platform RAG stops, and how the two work together through MCP.
- 04AI Agents
Atlan vs TrustGraph: Context Layer vs Self-Hosted Graph [2026]
Atlan vs TrustGraph compared: what TrustGraph's open-source context graph does, what Atlan's context layer adds, and how both work together in 2026.
- 05AI Agents
What Is TrustGraph Used For in AI Pipelines? A 2026 Guide
TrustGraph builds context graphs for GraphRAG and agents. See what it does in AI pipelines, where it stops, and when an enterprise context layer fits.
- 06Data Governance
Coexist, Extend or Replace Purview: A Context Layer Framework
Should you replace Microsoft Purview or keep it and add a catalog on top? Most teams coexist or extend; replace is narrow. A scorecard for…
- 07Data Governance
What Is Microsoft Purview?
Microsoft Purview is Microsoft's unified data security, governance, and compliance platform spanning 15 sub-products, licensed across M365 and Azure.
- 08AI Agent Frameworks
Microsoft Agent Framework: What It Is, Does & Replaces
Microsoft Agent Framework unifies Semantic Kernel and AutoGen into one open-source SDK for AI agents. See its capabilities, status, and where context fits.
- 09Data Governance
Microsoft Purview Unified Catalog: Features, Pricing & Limits
Microsoft Purview Unified Catalog governs whether a data asset is compliant. Agent grounding lives elsewhere, in Fabric IQ. See what each layer actually does.
- 10AI Agents
Amazon Bedrock Knowledge Bases: Types, Deployment and Limits
Amazon Bedrock Knowledge Bases ground agents in your own documents. See the two types, how ingestion works, what each costs, and where retrieval stops helping.
- 11Data Lineage
DataHub OpenLineage Support: How It Works and When to Use It
DataHub OpenLineage support covers a REST endpoint and a Spark listener plugin. See what each path captures, where they differ, and what neither one carries.
- 12Semantic Layer
Power BI Semantic Models Explained: 2026 Guide
A Power BI semantic model holds tables, DAX measures and security roles. See what it contains, how storage modes work, and where AI agents hit…
Transparency
Editorial relationship
Freelance contributor agreement
Ayswarrya contributes to Atlan as an independent consultant under a freelance content agreement. She reviews and approves every article published under her byline before publication. Atlan does not pay for placement of any external coverage. Much of her professional work is ghostwritten or published under client and brand names; the citations listed are independent of Atlan's editorial process.
Reach Ayswarrya