New AI-Native Data Intelligence Platform

Unify your enterprise data without moving it.

Qwry.AI resolves identity across every database and file you have (which records are the same entity, which fields mean the same thing) and turns the result into AI-ready data you can query. Ingestion to insight, in one platform, on your infrastructure.

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BYOI Ready On-Prem Support BYOC / BYOM Cross-Source Native
Relationship discovery · sampling 3 sources

engine: Qwry.AI/relmap v1.3 · t+00:00:04

Mycustomers 12.4k rows
id int (pk) region enum
Mgorders 847k docs
customer_id int total decimal
Xlsupplier_costs 412 rows
Region string SKU string

customers.id → orders.customer_id 98%

6+

Source types unified in one warehouse

5

Tools replaced by one platform

0

Data leaves your infrastructure

100%

Verified SQL behind every AI answer

Connectors

Reads from the systems you already have.

Databases, warehouses, files and the apps you run: connect what you already have, don't migrate. Every source lands in one governed graph, with 200+ on the roadmap.

PostgreSQL Live MongoDB Live MS SQL Live MariaDB Live Oracle Live SQLite Live Redis Live Snowflake Planned BigQuery Planned ClickHouse Planned CockroachDB Planned DuckDB Planned Neo4j Planned DynamoDB Live Amazon RDS Live Amazon S3 Live
AWS Live Kafka Planned Excel Live Google Sheets Live JSON Live XML Live Google Drive Live SharePoint Planned Salesforce Planned SAP Planned Zoho Live Tally Live QuickBooks Planned Razorpay Planned Stripe Planned
Shopify Planned Notion Planned Airtable Planned Microsoft Dynamics Planned Gmail Live Outlook Planned GraphQL Live OpenAI Live Claude Live LangChain Planned Hugging Face Planned

Don't see your connector? Tell us your stack. We'll scope it.

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The Platform

One platform that does the work of five.

Ingestion, ETL, identity resolution, a governed warehouse, and AI querying: one environment, built once rather than assembled per project. Watch the stack collapse, or tap a tool to see what replaces it.

The assembled stack → one platform

Qwry.AI/platform · 5 tools

one platform

Ingestion, ETL, relationship discovery, a governed warehouse, and AI querying: one environment.

5/5 replaced

5 → 1

Vendors collapsed into one platform

$170k

Average software spend recovered / yr

weeks → minutes

Raw source to verified answer

40+

Integrations live, more shipping monthly

Customer Success

Real operations. Measurable results.

The intelligence layer between our vendors and our customers had always been spreadsheets and weekly reconciliation. Qwry.AI gives us that layer as a platform.

Steller Electronics Private Limited

Vivek Mahajan · Executive Director

Challenge

Three sources of truth, none aligned

Finance ran on Tally. Operations ran on Excel and WhatsApp. Customer demand arrived through portals and PDFs. Closing the month meant reconciling all of it by hand: a full week of work every time.

Solution

Tally unified, without migration

Qwry.AI built a Tally connector and combined it with vendor production sheets and customer purchase orders. Cross-source relationship discovery turned the fragmented estate into one queryable warehouse. Operations and finance now work from the same numbers.

50+ Electronics OEM customers

Unified on one data backbone · Pilot in progress

Solutions

Built for the solutions where data fragmentation is the operational problem.

Power and Distribution

AT&C loss analytics, tamper detection, demand forecasting. Built for the data complexity of grid operations, billing systems, SCADA, and metering infrastructure unified in one warehouse.

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Manufacturing

ERP, MES, and IoT data unified. Production analytics, quality correlation, and batch traceability across heterogeneous plant systems and supplier networks.

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E-Commerce and B2B Marketplaces

Customer, order, product, and supplier data connected automatically. Operational intelligence without a team of data engineers maintaining manual pipelines.

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Supply Chain and Logistics

Multi-tier supplier visibility, shipment exception tracking, and inventory signal unification. Built for the data fragmentation across ERP, WMS, and carrier networks.

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Exploring a specific function? See Procurement

Insights

Use cases & field notes from the data trenches.

Customer playbooks, technical deep-dives and field notes from deployments into messy enterprise estates.

Technical
JOIN dms_secondary ON erp.sku_code
→ 94% match · conf 0.94

Personal Care & FMCG 10 min read

Contextual data in personal care manufacturing & distribution: the context between systems is the missing asset.

Every personal care manufacturer generates data at every stage of its value chain, and cannot join it. How automated relationship discovery turns five to eight disconnected systems into cross-source answers in minutes, not days.

Read the white paper
Use Case
ERP Secondary Sales GST

Pharma Distribution 3 min read

One view across distributors, billing, and compliance: how pharma distribution stops flying blind.

Secondary sales in spreadsheets. Distributor stock self-declared. Billing in the ERP. Compliance records as PDFs. How Qwry.AI connects them into one governed view, and what becomes possible when it does.

Read the use case
Browse all insights

Competitive Position

Why the assembled stack cannot compete.

Buyers compare Qwry.AI to assembled stacks and to data lakehouse platforms. The comparison is structural, not feature-by-feature: whether identity resolution happens once, as infrastructure, or gets rebuilt from zero on every project.

Capability Qwry.AIAssembled StackNotebook AnalyticsData Lakehouse
Pre-warehouse cross-source relationship discovery Native AI Not availableNot availableNot available
Heterogeneous source unification (SQL + NoSQL + files) Native Three toolsPartialPartial
Bring Your Own Infrastructure (warehouse) Full BYOI Not availableNot availablePartial
Bring Your Own Cloud (data lake) Native Not availableNot availableNative
Bring Your Own Model Native Not availableNot availableNot available
Verified AI answers (executable SQL + attribution) Native Not availablePartialNot available
On-premise deployment Native Not availableNot availableNot available
Ingestion + ETL + warehouse + AI in one platform Native Three toolsNot availablePartial

Founding team

A founding team that builds and deploys with you.

When you engage Qwry.AI you get direct access to the engineers who built the platform, not a support queue. We handle the full implementation: source connection, relationship mapping, workspace configuration, onboarding, and go-live.

Surya Narayan Dev

Surya Narayan Dev

Founder & Principal AI Architect

Surya founded Qwry.AI and designed its core architecture, including the relationship-discovery engine and the anti-hallucination system that grounds every answer in verified, source-attributed data. He has spent over a decade building enterprise AI and data platforms and holds a postgraduate degree from King's College London.

Shivansh

Shivansh

Lead AI Engineer

Shiv leads AI engineering at Qwry.AI, building the natural-language querying, semantic search and relationship-discovery systems at the platform's core. He has over five years in applied machine learning across LLMs, RAG and vector search, and holds a Master's in Computer Engineering from the University of Southern California.

Girish Kohli

Girish Kohli

Advisor · Procurement & Supply Chain

Girish has spent over thirty years leading procurement and supply chain at General Electric, Delphi Automotive, Philips, G4S and British Telecom, most recently as Director of Global Procurement Excellence for BT Group across Europe, Asia Pacific and the Middle East.

Meet the full team

FAQ

Questions we get asked most.

Qwry.AI automatically discovers relationships between tables across different databases and enterprise systems, builds a unified cross-source data warehouse, and lets users query it in plain English. Every answer comes with the verified SQL that produced it.

No. Qwry.AI operates on a Bring-Your-Own-Infrastructure (BYOI) architecture. Your data stays in your own infrastructure throughout. Qwry.AI connects to your existing data stores and queries them directly without replication to a third-party cloud.

Qwry.AI connects to a wide range of enterprise data sources including Oracle, SAP, PostgreSQL, MySQL, flat-file exports, SCADA historians, OPC-UA streams, and more, without requiring system replacement or migration.

Stop managing tools.
Start using data.

Request a direct technical conversation with the founding team. No sales deck, no qualifying calls: a conversation about your data estate and what becomes possible when it behaves like one system.

See how it works

Email goes directly to the founding team. First response within one business day.