Home / Services / TextQL Analytics

Your Data Stack Is
Powerful.
Now Make It
Actually Usable.


Cymetrix deploys TextQL as an AI-powered data
activation layer on top of your existing data infrastructure
— so your teams get trusted answers, faster, without increasing
analyst workload.
 

    Get a Free POC  

Home / Services / TextQL Analytics

Your Data Stack Is
Powerful.
Now Make It
Actually Usable.


Cymetrix deploys TextQL as an AI-powered data
activation layer on top of your existing data infrastructure
— so your teams get trusted answers, faster, without increasing
analyst workload.
 

    Get a Free POC  

salesforce consulting partner company usa india uk

See TextQL answer a real business question live on your data.

Cymetrix is a TextQL implementation partner helping enterprises in the USA, India, and global markets deploy an AI data activation layer at scale. We connect your existing data sources, configure governance and access controls, and get your teams live without migrating a single table or hiring additional analysts.

Are you ready to see your own enterprise data answer complex questions in seconds? Schedule a live session with our team. Let us help you unlock the full potential of your existing data infrastructure.

Talk to our experts

The Problem

Your data is massive.
Your ability to use it isn't. 

Modern enterprises operate on billions to trillions 
of rows of data spread across warehouses, CRMs, 
and internal systems. But turning that data into answers 
is still painfully slow.

Analyst Bottlenecks

Every request — no matter how small — joins a queue. Data teams spend days navigating complex schemas, joins, and dependencies across thousands of interrelated tables.

Unmanageable Data Complexity

Traditional BI tools demand certified experts, weeks of training, and months of dashboard setup before delivering any value to business users.

Fragmented Systems

Data is spread across warehouses, CRMs, and internal systems. Insights require manually stitching data across Snowflake, BigQuery, Salesforce, and proprietary tools.

Decisions Delayed by Data Friction

By the time answers arrive — after days of back-and-forth — the business has already moved on. Competitive opportunities lost to slower analytics cycles.

The Solution

Built for the scale and complexity
of enterprise data.

TextQL is a conversational data analytics platform that turns 
plain English into instant insights. Cymetrix handles the full 
implementation, including data connections, governance, and
go-live in weeks.

1. Ask naturally, in plain language

Business leaders and data teams can ask complex questions without writing SQL. TextQL interprets intent, not just keywords, understanding what you actually need from your data environment.

2. Understands your entire data landscape

Automatically discovers and maps relationships across thousands of tables and systems. Navigates complex schemas, including undocumented ones, without human guidance.

3. Runs multi-step autonomous analysis

Writes, tests, debugs, and refines queries iteratively until results are accurate. Handles large-scale data workloads that cannot fit on a single machine, running directly at warehouse scale.

4. Works on live, large-scale data.

Analyzes billions of rows directly within your warehouse, with no extraction, pipelines, or pre-processing required. Your data stays where it is, while governance and security remain intact.

Textql solution

What Makes This Different

Autonomous analysis at 
enterprise scale.

This isn't a simple query tool or a dashboard generator. 
TextQL behaves like a persistent AI analyst working across 
your entire data stack, continuously at scale.
Explores Unknown Schemas

Discovers and maps table relationships automatically, even across poorly documented, legacy, or inconsistent data environments.


Iterative Query Refinement

Writes, tests, and fixes SQL iteratively until results are accurate. No human debugging required, the system validates its own outputs.


Runs Extended Analysis

Operates for extended periods to resolve complex, multi-layered questions, not just one-shot queries. Moves from question to root cause, not just dashboards


Root-Cause Investigation
Investigates anomalies and performs deep root-cause analysis across systems, time periods, and data dimensions — automatically.
Scales Across Massive Datasets

Handles data that cannot fit on a single machine. Analyzes billions of rows directly in your warehouse — no extraction, no sampling.

Works Alongside Your Team

Not a replacement — an extension. Reduces analyst backlog, increases data team capacity, and extends the reach of your existing infrastructure.


Billions

Rows analyzed in minutes


Thousands

Analyses run in parallel


Zero

Data migration required


100%

Rows analyzed in minutes

 

500+

Enterprise Projects Delivered

 

6 Wks

Average Go-Live Time

 

3X

Average ROI in Year 1

 

50+

Enterprise Teams Live

Built for Your Data Stack

Works with what you already have.

No migration. No rip-and-replace. TextQL activates your existing data infrastructure 
Cymetrix ensures it's secure, governed, and production-ready from day one.

No data migration required
Queries data in place — directly in your warehouse or database. Your data never moves.

Fully governed & role-based
Every query is traceable. Role-based access controls ensure the right people see the right data — always.

Audit-ready query traceability
Full lineage of every analysis run — who asked, what was queried, what data was accessed. Enterprise compliance built in.

Production-grade deployment by Cymetrix

Secure, scalable rollout tailored to your architecture — not a generic SaaS setup.

Connects to your existing systems
Snowflake
BigQuery
Redshift
Databricks
Salesforce
SAP
Oracle
PostgreSQL
MySQL
dbt
Fivetran
+ More
 

TextQL works on your data as it is. It doesn't require your data to be clean, well-documented, or "AI-ready." Even messy, complex, legacy environments are supported — the system navigates and learns your schema autonomously.

Who Is This For

Built for data leaders,
data teams, and business executives.

TextQL deployed by Cymetrix serves every tier of your organisation — selling
 the value to data leaders, proving safety to technical teams, and delivering 
impact to business executives.

Data leaders

CDO · Head of Data · VP Analytics

Reduce backlog. Deliver more. Without growing your team.

Data leaders face an impossible equation: growing demand for insights, limited analyst capacity, and constant pressure to prove ROI on a data stack that took years to build. TextQL changes the math.

  • 1. Reduce analytics backlog without hiring additional analysts
    2. Increase ROI on your existing data infrastructure
    3. Deliver faster insights to every business team simultaneously
    4. Extend data team capacity — not replace it
    5. Full governance and access controls remain in your hands
Data leaders
Data & BI teams

Data Engineering · BI Teams · Analytics Engineers

Automate the repetitive. Focus on the strategic.

Data engineers and analysts spend too much time on repetitive SQL generation, debugging queries, and answering simple business questions. TextQL handles the routine — so your team handles the complex.

1. Automate repetitive SQL writing and query debugging
2. No migration required — works on your existing stack
3. Maintain full control: governance, access, and validation
4. Every query is traceable and auditable
5. Focus engineering time on high-impact architecture work

Data & BI
Business executives

CFO · CMO · Strategy Leaders

From question to decision — without waiting on reports.

Every critical decision depends on data — but getting answers often takes days of back-and-forth with analysts. With TextQL deployed by Cymetrix, leadership teams move at the speed of the business.

1. Ask complex questions in real time — get answers in minutes
2. Insights grounded in live governed data, not static dashboards
3. Understand what caused a change — not just that it changed
4. No dependency on manual reporting cycles or analyst availability
5. Make high-confidence decisions backed by real data

Business executives

For Business Leaders

From question to decision —
without waiting on reports.

Every critical decision depends on data. Stop waiting days for answers that should take seconds.

Ask complex questions in real time

"What's driving the drop in conversion this week?"
Cross-system root-cause analysis in seconds
 

"Which regions are underperforming — and why?"
Multi-dimensional analysis across billions of rows
 

"What changed in the last 48 hours?"
Real-time anomaly detection across all data sources
 

📊Answers grounded in real data — not assumptions
Insights generated directly from your governed data systems — not static dashboards or reports that were accurate last week.

🔍Go beyond surface metrics
Instead of seeing that a number changed, understand what caused it — across systems, teams, and time periods. Root-cause, not just dashboards.

⚡Make decisions with confidence
No waiting. No back-and-forth. No dependency on manual analysis cycles. Decisions at the speed the business actually operates.

🛡️Trusted, governed outputs every time
Every answer is traceable, auditable, and generated from your governed data infrastructure — not a black box.
 

Industries We Serve
Built for data-driven teams
across every sector.

Wherever teams make decisions from data, TextQL + Cymetrix replaces slow reporting with instant, conversational insights built for the scale and complexity of your sector.

Financial Services and BFSI

Cymetrix enables financial institutions to deploy TextQL across risk, compliance, and revenue operations. Teams can query billions of rows of transaction, client, and portfolio data without writing SQL. We deliver governed, real-time analytics across trading desks, relationship management, regulatory reporting, and enterprise-wide financial insights on your existing data platform.

Healthcare and Life Sciences

Cymetrix helps healthcare organisations unify patient, clinical, and operational data through TextQL to enable complete care journey analytics. We support population health management, clinical performance tracking, pharma commercial insights, and payer analytics. All running on governed, compliant, real-time data without analyst dependency or SQL bottlenecks.

Manufacturing

Cymetrix helps manufacturers connect plant, supply chain, dealer, and operational data through TextQL for complete visibility into production, quality, and distribution. Our solutions enable real-time production analytics, supply chain performance insights, demand forecasting, and IoT data pipelines accessible through plain-language questions across your existing data stack.


High-Tech and SaaS

Cymetrix enables high-tech companies to unify product usage, customer, and revenue data through TextQL to build a comprehensive analytics layer across their stack. We deliver ARR, churn, expansion, and retention analytics along with product-led growth insights, customer health scoring, and operational efficiency metrics integrated across your CRM and data warehouse.

Retail and E-Commerce

Cymetrix enables retailers to unify customer, commerce, loyalty, and supply chain data through TextQL to create a complete Customer 360 without analyst queues. We power real-time personalisation, demand forecasting, inventory planning, category and margin analytics, and store performance insights across your existing data infrastructure using conversational, AI-driven querying.

Logistics and Supply Chain

Cymetrix enables logistics and supply chain teams to query operational, fleet, fulfillment, and vendor data through TextQL in real time without manual report generation. We deliver route optimisation analytics, on-time delivery performance, carrier cost analysis, and end-to-end supply chain visibility across distributed data systems through plain-language questions.

How it works

From question to insight
in five steps.

TextQL's AI bridges the gap between business users and complex data. Cymetrix handles the full implementation so it fits your exact data environment from day one.

🙋Question Asked
Business or data team asks in plain language

🗺️Schema Explored
AI maps thousands of tables autonomously

⚙️Queries Written
Multi-step SQL written, tested, refined

📊Analysis Complete
Billions of rows analyzed in seconds

✅Decision Ready
Governed, traceable answer delivered

Common Concerns — Addressed

Questions your data &
leadership team will raise.

We've heard every objection. Here's how TextQL — and 
Cymetrix's implementation approach — addresses each 
one directly.

⚠ Concern

"We already have a sophisticated data stack. Why add another layer?"

Enterprise teams invest years building BI and data infrastructure — adding tools that conflict or duplicate is a real risk.

✓ Our Answer

TextQL is an activation layer — not a replacement.

It sits on top of your existing warehouse and BI layer, querying data in place. No migration, no replacement. Your stack investments are fully preserved and extended.

⚠ Concern

"Our data is messy and not ready for AI."

Complex schemas, undocumented tables, inconsistent naming — most enterprise data environments are far from "AI-ready."

✓ Our Answer

TextQL doesn't require clean data — it navigates messy data.

Unlike traditional AI analytics tools, TextQL autonomously explores and maps your schema — even if it's undocumented, legacy, or inconsistent. Messy data is the environment it was built for.

⚠ Concern

"Will this reduce the importance of our data team?"

Data leaders and analysts are rightly protective of their team's role and value within the organisation.

✓ Our Answer

TextQL extends data team capacity — it doesn't replace it.

By automating repetitive SQL and routine queries, analysts focus on high-impact, strategic analysis. The data team's value increases — their time is spent on the work only they can do.

⚠ Concern

"We're building an in-house solution already."

CDOs and CTOs often have internal AI analytics projects in flight — and are cautious about tools that may conflict with long-term roadmaps.

✓ Our Answer

Get measurable value now while your internal build matures.

Internal builds typically take 12–24 months to reach business-usable results. TextQL with Cymetrix goes live in 6–8 weeks — delivering ROI in parallel, not instead of, your long-term roadmap.

Not sure if your data environment is ready?

Take our free Data Readiness Assessment. In 30 minutes, Cymetrix's experts evaluate your current data stack and tell you exactly what a TextQL deployment would look like — including timeline, ROI model, and governance configuration.

Assess My Data Readiness

Why Cymetrix is your trusted partner
for TextQL deployment success?

 

AI-Native Data Expertise

We deploy TextQL using domain-specific data mapping, schema intelligence, and enterprise access controls aligned to your real data workflows — not generic demos.

 

Existing Stack Foundation

Our data engineering depth ensures TextQL runs on your governed, unified, and real-time enterprise data — with zero migration and zero disruption to your current stack.

 

Continuous Deployment Tuning

We optimise TextQL accuracy through structured query validation, access guardrails, governance configuration, and iterative deployment refinements post go-live.

 

Industry Use-Case Depth

We bring BFSI, Healthcare, Retail, Manufacturing, and Technology-specific analytics playbooks for faster time-to-value across your industry vertical.

Allied For Success: Our Partnerships

We partner with global technology leaders across CRM, cloud data, AI and integration ecosystems to strengthen our enterprise delivery model.

salesforce partner
Consulting Partner
Jagger Partner
Fivetran Partner
TextQL Partner
Databricks Partner

Voices of Trust and Partnership

Certifications