Conversational Marketing Analytics

Chat directly with your GA4, Google Ads, and Search Console data — powered by BigQuery.

Unsampled Retention Ready

Live from your Marketing Data Warehouse.

Live Warehouse Data

Pulls insights directly from your Marketing Data Warehouse — always fresh, always reliable.

Unsampled + Retention

Unlike GA4 UI limits, BigQuery unlocks unsampled data and powerful retention analysis.

Natural Language Chat

Ask in plain English. Get SQL-powered answers and narratives instantly — no analyst needed.

Automatic Graphs

Type your question and instantly see clear, visual charts without building reports yourself.

AI-Generated Follow‑Up Questions

Our AI suggests smart next questions to dig deeper and uncover hidden insights.

Dive Deep Into Your Data

Go beyond the surface — explore detailed trends, breakdowns, and patterns to truly understand your data.

Built for Marketing Managers & Executives

Marketing managers and executives can now ask questions directly. Data pulls live from your Marketing Data Warehouse — no technical expertise needed.

For Marketing Managers

Ask campaign ROI, channel mix, or funnel drop-offs in plain English. Get unsampled insights instantly.

For Executives

Skip the backlog. Get strategic answers live — without dashboards, filters, or analyst dependency.

You
“What drove our conversion lift last month?”
AI
“Google Ads drove +18% via mobile CTR. Search steady. Social up +12%. Pulled live from your Marketing Data Warehouse.”
You
“Break this down by device and top landing pages.”
Conversational Analytics

Ask Any Question to Understand Your Product Performance

Type in plain English and get instant answers from GA4, Google Ads, and Search Console. No SQL — just insights, KPIs, and ready‑to‑share outputs.

Ask Any Question to Understand Your Product Performance
U
AI
…listening
↵ Enter

Demo uses sample data for illustration.

KPI Highlights

Revenue
$128k
+12% MoM
Conversion Rate
3.2%
±0.0%
CAC
$51
-7%

Benchmark Snapshot

CVR (You)
Retail Benchmark

Gap: -0.6pp — focus on mobile checkout (fewer fields, express pay).

Recommended Actions

  • Scale Search campaigns with +ROAS (shift +10% budget)
  • Fix Cart → Checkout drop on iOS Safari
  • Ship product page speed improvements (LCP & CLS)

Data Sources Connected

GA4 Google Ads Search Console

Add more: Facebook Ads, Shopify, BigQuery tables.

Next Steps

  1. Break down conversions by device & geo
  2. Compare last 30 days vs same period last year
  3. Export slides and share with growth team

Confidence

Based on sample size, data freshness, and model confidence.

See Avangard aI in Action

Ask questions, view insights, and experience how easy it is to understand your website & marketing performance.

Traditional Dashboards

Too many filters, clicks, and manual setups

Executives still depend on analysts for answers

Sampled data misses the full picture

Insights stop where the dashboard ends

Conversational AI

Ask in plain English — skip filters

Executives get answers directly, no analyst dependency

Unsampled BigQuery data ensures accuracy

AI explains not just what happened, but why

From Dashboard Overload to Conversational Clarity

No more endless filters or static snapshots. With conversational AI, marketing managers and executives can pull insights instantly — without waiting on analysts or wrangling rigid dashboards.

User: “Show me conversions by source for the last 30 days”

AI: “Google Ads conversions dropped -14% last week, mostly on mobile. Search grew +18%. Next: ‘Would you like device-level split?’”

How it Works

From connection to clarity in 3 steps

Explain your data to avangard ai, and it explains it back to you — instantly.

How It Works – 3-Step Interactive (Hi-Fi)
Step 1 • Connect

Link your GA4 BigQuery project

Select Project
Datasets detected
  • • analytics_123456789
  • • ecommerce_demo
  • • web_prod_ga4

OAuth + least-privilege access. Data stays in your cloud.

Step 2 • Ask

Ask in plain English

No SQL Any timeframe

Use natural language. Explore by channel, campaign, audience, or page.

Step 3 • Insights

Instant charts, explanations & next steps

Conversions by Channel (Last 7 days)
Search
Ads
Email
Social
AI Summary
  • Google Search drove 42% of conversions (+18% WoW).
  • Paid Social trailed site avg — consider reallocating 10–15% budget.
  • Landing Page A converts at 9.4% (top performer).
Export to PNG/CSV • Add to dashboard • Share with team

Tech Stack & Data Security — built for scale

We run on Google Cloud with a BigQuery core — delivering unsampled analytics, fast exploration, and enterprise-grade security.

Our Stack
BigQuery (GA4 export)

Raw, unsampled hit-level data from GA4; joinable with Ads, Search Console, CRM.

Modeling & Serving

SQL/dbt models → FastAPI services on Cloud Run; cached aggregates for speed.

LLM Layer (Conversational)

Natural-language to SQL & narratives with strict guardrails; no training on your data.

Data Security

GCP IAM least-privilege access; per-project service accounts

Data in transit (TLS 1.2+) & at rest (AES-256) on GCP

Private networking (VPC) & region pinning; optional CMEK

No data retention outside your cloud — query-time access only

Audit logs for queries, exports, and admin actions

Unsampled > Sampled

Accurate attribution, precise anomaly detection, and trustworthy long-tail analysis.

Exploration without limits

Ask any question, join any table, and drill down by audience, device, or page in seconds.

Alerts

Email & Alerts on Data

Stay informed and proactive with real-time email notifications and alerts on your data. Instantly receive updates on critical changes, anomalies, or trends, ensuring you never miss key insights.

Summary

AI Driven Summary

Transform complex data into clear, actionable insights with AI-driven analysis and summaries. Powered by advanced AI, this solution analyzes your data to deliver concise summaries, highlight trends

Data

Unleashing Data Interactions

We connect with all major marketing data sources. This enables you to create a seamless marketing data warehouse.

Why BigQuery changes the game
Unsampled at scale
Sampling
BigQuery (GA4 Export)

Unsampled raw events

GA4 UI / Explorations

Unsampled raw events

Joins across sources

Join Ads, GSC, CRM, costs, product tables

Limited joins / exports

Row & lookback limits

Full history (as exported) — query any window

Practical limits in UI explorations

Cost control

Pay-per-scan, cache & partitioning to minimize cost

UI convenience, limited control

Why Avangard AI

Key Features at a Glance

See how avangard ai compares to traditional workflows across the moments that matter.

Feature

Avangard AI

Traditional

Ai‑powered Conversational Answers

Ask in plain English and get instant, context‑aware answers from GA4 BigQuery. No SQL, no dashboards.

Requires SQL, pre‑built reports, and time‑consuming exploration.

Automated Graphs

Charts auto‑generate from your query and update as you filter. Bar, line, and breakdowns in a click.

Manual dashboard builds, fiddly filters, and screenshot exports.

Anomaly Detection

Highlights unusual spikes/drops with root‑cause hints. Never miss a revenue‑critical change.

Static reports hide anomalies until it’s too late.

Suggested follow‑up questions

AI suggests the next best question to keep exploring. From “what happened?” to “what to do next?”.

Analysts guess the next path, often missing key branches.

Export results & share with team

One‑click export to CSV/PNG and shareable links teammates can open. Everyone sees the same truth.

Email attachments and version chaos slow collaboration.

Team Members

Meet The Team

introducing the dynamic team that's driving innovation one idea at a time!

Vasker Dutta

Machine Learning Engineer - Data Products

Peter Kalanda

Director of Digital Startegy

Wako K.

Full Stack Developer

Reviews

Hear From Our Happy Clients

Gemini Based Reporting Automation

Vaskar is currently doing an extensive 15 dashboard reports automation with all types of integrations. He's been very responsive and in clear communication throughout. Highly recommended.

Element 360
Chad Martin President
Data & Reporting Automation

We have been extremely pleased with Vaskar's work and professionalism, not only on this project but for ongoing efforts with our company. He is responsive, diligent, flexible, and has done an excellent job in translating our complicated clinical data into Google Looker dashboards that meet our needs. Highly recommended

Jennifer Hartman
Chief Quality Officer, North Arrow ABA
Looker Reporting Automation

Very patient with me and took the time to understand my use case. He has a deep understanding of Looker and was able to create reports for my team that will help us understand our operation much better ! Will definitely be a repeat customer.

Carlo Ferrara
President, Streetsmart insurance
Reporting Automation

Vaskar did an outstanding job in web analytics, showing great attention to detail and strategic thinking. The delivery exceeded expectations and working with him was a breeze, thanks to his timely delivery, excellent product knowledge, and high level of cooperation. Highly recommend!

Jeff Sanders
Chief Growth Officer, Energy Fitness
Gemini Based Reporting Automation

Vaskar is currently doing an extensive 15 dashboard reports automation with all types of integrations. He's been very responsive and in clear communication throughout. Highly recommended.

Element 360
Chad Martin President
Data & Reporting Automation

We have been extremely pleased with Vaskar's work and professionalism, not only on this project but for ongoing efforts with our company. He is responsive, diligent, flexible, and has done an excellent job in translating our complicated clinical data into Google Looker dashboards that meet our needs. Highly recommended

Jennifer Hartman
Chief Quality Officer, North Arrow ABA
Looker Reporting Automation

Very patient with me and took the time to understand my use case. He has a deep understanding of Looker and was able to create reports for my team that will help us understand our operation much better ! Will definitely be a repeat customer.

Carlo Ferrara
President, Streetsmart insurance
Reporting Automation

Vaskar did an outstanding job in web analytics, showing great attention to detail and strategic thinking. The delivery exceeded expectations and working with him was a breeze, thanks to his timely delivery, excellent product knowledge, and high level of cooperation. Highly recommend!

Jeff Sanders
Chief Growth Officer, Energy Fitness
Gemini Based Reporting Automation

Vaskar is currently doing an extensive 15 dashboard reports automation with all types of integrations. He's been very responsive and in clear communication throughout. Highly recommended.

Element 360
Chad Martin President
Data & Reporting Automation

We have been extremely pleased with Vaskar's work and professionalism, not only on this project but for ongoing efforts with our company. He is responsive, diligent, flexible, and has done an excellent job in translating our complicated clinical data into Google Looker dashboards that meet our needs. Highly recommended

Jennifer Hartman
Chief Quality Officer, North Arrow ABA
Looker Reporting Automation

Very patient with me and took the time to understand my use case. He has a deep understanding of Looker and was able to create reports for my team that will help us understand our operation much better ! Will definitely be a repeat customer.

Carlo Ferrara
President, Streetsmart insurance
Reporting Automation

Vaskar did an outstanding job in web analytics, showing great attention to detail and strategic thinking. The delivery exceeded expectations and working with him was a breeze, thanks to his timely delivery, excellent product knowledge, and high level of cooperation. Highly recommend!

Jeff Sanders
Chief Growth Officer, Energy Fitness
Gemini Based Reporting Automation

Vaskar is currently doing an extensive 15 dashboard reports automation with all types of integrations. He's been very responsive and in clear communication throughout. Highly recommended.

Element 360
Chad Martin President
Data & Reporting Automation

We have been extremely pleased with Vaskar's work and professionalism, not only on this project but for ongoing efforts with our company. He is responsive, diligent, flexible, and has done an excellent job in translating our complicated clinical data into Google Looker dashboards that meet our needs. Highly recommended

Jennifer Hartman
Chief Quality Officer, North Arrow ABA
Looker Reporting Automation

Very patient with me and took the time to understand my use case. He has a deep understanding of Looker and was able to create reports for my team that will help us understand our operation much better ! Will definitely be a repeat customer.

Carlo Ferrara
President, Streetsmart insurance
Reporting Automation

Vaskar did an outstanding job in web analytics, showing great attention to detail and strategic thinking. The delivery exceeded expectations and working with him was a breeze, thanks to his timely delivery, excellent product knowledge, and high level of cooperation. Highly recommend!

Jeff Sanders
Chief Growth Officer, Energy Fitness
FAQ

Frequently Asked Questions

How is this different from Google Analytics dashboards ?

Traditional dashboards are static and limited to pre-built filters. Avangard AI answers plain-English questions with live, unsampled insights from BigQuery.

Do I need technical skills to use it ?

No. Marketing managers and executives can pull insights instantly — no SQL, no dashboard setup, no analyst dependency.

Where does the data come from ?

Avangard AI connects directly to your Marketing Data Warehouse (BigQuery, GA4, Google Ads, Search Console) — always live, always accurate.

What makes BigQuery better than GA4 reports ?

GA4 reports can be sampled when volumes are high. BigQuery keeps data unsampled, so insights are accurate and trustworthy.

Who is this most suitable for ?

Ideal for marketing managers & executives — get answers directly, without waiting on analysts.

Get Started