New AI-Native Data Intelligence Platform

Unify your enterprise data without moving it.

QWRY connects to every database and file you have, maps the relationships between them automatically, and turns the result into a queryable warehouse. 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/relmap v1.3  ·  t+00:00:04
Mycustomers
12.4k rows
id int (pk) email varchar name varchar region enum
Mgorders
847k docs
_id ObjectId customer_id int line_items array total decimal
Xlsupplier_costs.xlsx
412 rows
SKU string Region string Unit cost number
customers.id → orders.customer_id 98% region → Region 92% orders.line_items.sku → SKU 88%
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.

Forty-plus sources today, dozens more on the roadmap. Connect, don't migrate.

Databases Live
MySQL PostgreSQL MongoDB MS SQL SQLite Redis MariaDB Oracle Cloud Warehouse
Files Live
Excel PDF CSV JSON XML TXT MD
Source Code Live
Git Zip Archive
CRM & ERP Roadmap
Salesforce HubSpot Zoho Freshworks SAP Dynamics Tally
Analytics & APIs Roadmap
Google Analytics Mixpanel Amplitude BI Platforms Google Sheets REST GraphQL Webhooks
Don't see your connector? Tell us about your stack; we'll scope a connector and explore the use case with you.
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01The Platform

One platform that does the work of five.

Automated ingestion, ETL, cross-source relationship discovery, governed warehouse, and AI querying — all in one environment. No migration. No new infrastructure. No five-vendor stack.

5 → 1
Vendors collapsed into one platform
$170k / yr
Average software spend recovered
weeks → minutes
Time from raw source to verified answer
40+
Integrations live, more shipping monthly
Explore the platform Why qwry
Customer Success

Real operations. Measurable results.

“

The intelligence layer between our vendors and our customers had always been spreadsheets and weekly reconciliation. QWRY 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 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
08Sectors

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

SECTOR 01

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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SECTOR 02

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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SECTOR 03

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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SECTOR 04

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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09Insights

Use cases & field notes from the data trenches.

Customer playbooks, technical deep-dives, and pattern libraries: the operational knowledge we built out by deploying qwry into messy enterprise estates.

Content in progress — check back soon.

09Competitive Position

Why the assembled stack cannot compete.

Buyers compare QWRY to assembled stacks of ingestion, ETL, governance, and analytics tools, and to data lakehouse platforms. The comparison is structural, not feature-by-feature.

Capability QWRY.ai Assembled Stack Notebook Analytics Data Lakehouse
Pre-warehouse cross-source relationship discovery Native AI Not available Not available Not available
Heterogeneous source unification (SQL + NoSQL + Files) Native Three tools required Partial Partial
Bring Your Own Infrastructure (warehouse) Full BYOI Not available Not available Partial
Bring Your Own Cloud (data lake) Native Not available Not available Native
Bring Your Own Model Native Not available Not available Not available
Verified AI answers (executable SQL with source attribution) Native Not available Partial Not available
On-premise deployment Native Not available Not available Not available
Ingestion + ETL + warehouse + AI in one platform Native Three tools required Not available Partial
Tool consolidation Five tools to one Baseline (3 to 5 tools) Higher Higher
10Commitment

A founding team that builds and deploys with you.

When you engage QWRY, you get direct access to the engineers and product architects who built the platform, not a support queue. We handle the full implementation: data source connection, cross-source relationship mapping, workspace configuration, team onboarding, and go-live. Every deployment is tuned to your organisation's data vocabulary and operational workflows.

Build with the people who built the platform.

No tiered support. No outsourced onboarding. The team that wrote the engine is the team you'll work with from kick-off to production.

30 days
To first governed insight
Direct
Founding team access throughout

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.

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