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AI Data Scientist for Marketing & Website Analytics

Marketing & Website Analytics That Never Guesses

Terno AI is the AI data scientist for marketing and website analytics. Ask about campaigns, channels, funnels, or traffic in plain English and get an answer computed from a real query, not generated text, and fully governed the way enterprise security requires.

  • Deploys inside your VPC or on-prem
  • Read-only access only
  • SOC 2 compliant environments
  • Zero enterprise data shared with LLMs
Terno AI · Marketing Analytics
Which channel drove the most pipeline this quarter?

LinkedIn Ads and Organic led pipeline this quarter, with LinkedIn showing the strongest qualified-lead rate. Here's the breakdown by channel:

Paid Search
LinkedIn Ads
Email
Organic
Referral
Computed from live data · verified

See it connect in real time

Sign up, then connect Google Ads, Google Analytics, and Google Search Console through secure MCP connectors, no dashboards or manual exports.

Marketing Analytics

What is AI-powered marketing analytics?

Ask a marketing question the way you'd ask a colleague, and get a computed, verifiable answer, not a dashboard scoped for a question you asked six months ago.

One conversation, not five tools

Spend, pipeline, and attribution live in separate dashboards today. Ask one governed system instead.

Built for this week's question

A dashboard is scoped once and stays that way. Terno answers whatever you ask, whenever you ask it.

Computed, not guessed

Every number comes from a real query against your data, not a language model's best guess.

Which campaigns drove the most qualified pipeline last quarter?
What's our blended customer acquisition cost by channel this month?
Which landing pages have the highest visitor-to-signup conversion rate?
How did the last pricing page redesign affect conversion rate?
Which blog posts are driving the most organic signups, not just traffic?
What's the cohort retention curve for customers acquired via paid social?
Where in the funnel are we losing the most qualified leads?
Which channels have the best CAC-to-LTV ratio over the last two quarters?
How does Google Ads spend compare to Meta Ads and LinkedIn Ads for pipeline generated?

Website Analytics

What is AI-powered website analytics?

Traditional web analytics tools show you what they were configured to track. AI-powered website analytics answers the question that actually shows up on a Tuesday morning.

One query joins every signal

Traffic source, conversion outcome, and page engagement, joined however the question requires. No spreadsheet exports.

Beyond sessions and bounce rate

Ask why traffic spiked or where visitors actually drop off, not just that they did.

Fewer point tools

One governed system instead of several ad hoc tools querying production or warehouse data.

Why did organic traffic spike on the 14th, and which pages drove it?
Which referral sources send visitors that actually convert, not just visit?
What's the bounce rate trend on our top 10 landing pages this month?
Which pages have the highest exit rate right before checkout or signup?
How does mobile session behavior differ from desktop on our pricing page?
Which SEO pages gained or lost ranking-driven traffic this month?
Which search queries in Search Console are driving traffic that actually converts?

Why enterprises are moving beyond dashboards and generic chatbots

Dashboards

Answer the question someone already built a chart for.

Generic AI chatbots

Answer almost anything, confidently, and sometimes wrong.

Terno AI

Answers new questions, computed from real, governed data.

It also changes who can ask the question in the first place. Today, most marketing and website questions get filtered through whoever knows SQL or owns the dashboard license. Terno AI collapses that chain: the person running the campaign, the person reviewing access logs, and the person preparing for a board meeting can all ask the same governed system directly, in their own words.

Where it matters most

Answers for every kind of decision

One marketing and website analytics platform, governed centrally, useful differently across the business. One team cares about pipeline and channel efficiency. Another cares about whether the answer can be trusted enough to act on before the next board meeting. A third cares about where the data goes and who can query it. Terno AI is built to satisfy all three from a single deployment, instead of asking each function to adopt a different tool and reconcile the numbers afterward.

Campaigns, Channels & Revenue

The problem: Campaign ROI, attribution, and channel-mix questions sit in a BI backlog for days while budgets keep moving.

  • ✓ Ask “which campaigns drove the most qualified pipeline last quarter?” in plain English and get a computed answer in seconds.
  • ✓ No waiting on a data analyst to build a new dashboard for every new marketing question.
  • ✓ Answers are grounded in real query execution against your actual marketing and website data, not a generic AI guess.
  • ✓ Compare channel performance, funnel drop-off, and content ROI side by side without exporting a single spreadsheet.

Board & Executive Reporting

The problem: Every board question about growth, spend, or funnel health turns into a week of back-and-forth before you get a straight answer.

  • ✓ One governed AI data scientist the whole company can query safely: marketing, finance, and ops alike.
  • ✓ Every marketing analytics answer is computed from a real query and verified, not generated text that merely sounds right.
  • ✓ Board-ready views of channel ROI, pipeline health, and website performance, available the moment you think to ask.
  • ✓ Decisions stop waiting on report cycles; they wait on the next question you ask.

Security & Governance

The problem: Marketing teams are already pasting campaign exports into ChatGPT, with zero access control or audit trail.

  • ✓ Deploys fully inside your VPC or on-prem environment. No marketing or customer data leaves your network boundary.
  • ✓ Enforces table, column, and row-level access control on every query, automatically, including PII in customer and campaign tables.
  • ✓ A deterministic security layer, not AI behavior, decides what can and can’t run against your warehouse.
  • ✓ One governed platform for marketing analytics instead of a dozen ungoverned point tools and browser extensions.

Terno AI vs. BI dashboards vs. generic AI chatbots vs. manual analysts

Enterprise leaders are choosing between four ways to get an answer from their marketing and website data. Here's how an AI data scientist compares to the alternatives.

Capability Terno AI BI Dashboard Generic AI Chatbot Manual Analyst
Answers a brand-new marketing question in plain English ✓ – ✓ ✓
Answer is computed from a real query, not generated text ✓ ✓ – ✓
Campaign and customer data never leaves your network ✓ ✓ – ✓
Table/column/row-level access enforced automatically ✓ – – –
No new dashboard or report has to be built first ✓ – ✓ –
Available the same day, every day ✓ – ✓ –

How it works

From question to verified answer

1

Ask in plain English

A marketer, executive, or analyst asks a question the way they'd ask a colleague. No SQL, no filters, no dashboard to configure first.

2

Terno computes, not guesses

A deterministic security layer validates access, then Terno generates and executes real code against your marketing and website data. The answer comes from execution, not text generation.

3

You get a verified answer

Built-in verification loops validate the result before it's returned, so the answer you act on is checked, not just plausible-sounding.

Governance

Marketing data is still customer data. It gets treated that way.

Campaign and website tables usually sit right next to customer PII and revenue data in the same warehouse. A marketing analytics tool that isn't governed the way your core systems are governed is a gap security teams eventually find, so Terno AI is deployed and access-controlled like one.

Runs inside your private cloud

Deployed fully within your cloud or on-prem infrastructure. No data leaves your network boundary.

No enterprise data shared with LLMs

Only controlled metadata is shared. Data values and sensitive fields, including customer PII, are never exposed.

Fine-grained access control

Table, column, and row-level access enforced across every marketing and website analytics query.

Deterministic security layer

Rule-based query validation, not AI judgment, decides what can and can't run.

Connect your marketing stack, not just your warehouse

No export pipeline required

Terno AI connects directly, via native MCP connectors, to the platforms marketing teams already run campaigns and track performance in, and joins that data with your own database in a single conversation.

Marketing & ads platforms

Google Ads Meta Ads LinkedIn Ads Google Search Console Google Analytics Files (Drive, CSV, Excel, PDF)

Databases & warehouses

PostgreSQL logo PostgreSQL
MySQL logo MySQL
Snowflake logo Snowflake
BigQuery logo BigQuery
Databricks logo Databricks
Oracle logo Oracle

Plus ERPs like Odoo, often across multiple sources in a single query.

What enterprise teams say

"We deployed Terno fully inside our VPC in under an hour."

Cloud Architect, Fintech

"Security approved it immediately because nothing leaves AWS."

CTO, Enterprise SaaS

"Governed AI without exposing a single table externally."

Head of Data, Retail

AI data analytics, by industry

Terno AI is deployed across verticals with different data, compliance, and reporting needs.

Frequently Asked Questions

What is AI-powered marketing analytics? +

AI-powered marketing analytics lets marketers ask questions about campaigns, channels, spend, and pipeline in plain English and get a computed answer on demand, instead of waiting for an analyst to build a new dashboard for every question. Terno AI generates and executes a real query against your marketing data, so the answer is grounded in fact, not a language model's best guess.

What is AI-powered website analytics? +

AI-powered website analytics applies the same conversational approach to traffic, funnels, and on-site behavior: ask why traffic spiked, which pages convert best, or where visitors drop off, and get a verified answer computed from your actual website data rather than a pre-built report.

Which marketing and advertising platforms does Terno AI connect to? +

Terno AI connects directly to Google Ads, Meta Ads, LinkedIn Ads, Google Search Console, Google Analytics, and file sources like Google Drive, CSV, Excel, and PDF via native MCP connectors, alongside your database. Campaign spend, search performance, and website behavior can be queried together with the rest of your business data, in one conversation, with no export pipeline.

How is AI marketing analytics different from a BI dashboard? +

Dashboards show pre-built views of the questions someone already thought to ask. AI marketing analytics lets anyone ask a new question (about a campaign, a segment, a funnel stage) and get a computed, verifiable answer on demand, without waiting for a new report to be built.

Can Terno AI calculate marketing attribution or channel ROI? +

Yes. Terno AI can query campaign, spend, and revenue data together to compute channel-level ROI, blended CAC, and pipeline attribution: the same analysis a marketing analyst would run, generated on demand instead of on a reporting cycle.

Is our campaign and customer data safe with an AI analytics tool? +

With Terno AI, yes. It runs inside your private cloud or on-prem environment, only shares controlled metadata (never raw data values) with the underlying LLM, and enforces table, column, and row-level access control on every query, including customer PII.

How is Terno AI different from a generic AI chatbot for marketing questions? +

A generic chatbot generates text that sounds plausible. Terno AI generates and executes real code against your actual marketing and website data, so every answer is computed, not imagined, and only controlled metadata, never raw customer data, is shared with the underlying LLM.

Can marketing, IT, and executive teams all use the same marketing and website analytics platform? +

Yes. Terno AI gives marketing, security/IT, and executive leadership a shared, governed way to query marketing, website, and business data in plain English, each getting answers relevant to their role without separate tools or separate access to raw data.

How fast can we deploy Terno AI for marketing analytics? +

Deployment time varies by environment, but teams have deployed Terno fully inside their own VPC in under an hour, since it connects read-only to your existing warehouse rather than requiring a data migration or a new tracking implementation.

What is an AI data scientist? +

An AI data scientist is a system that understands your database schema and business context, then answers questions in plain English by generating and executing real queries, instead of a human analyst manually writing SQL and building dashboards. Terno AI applies this to marketing, website, and enterprise data alike.

See it on your own data

Book a 20-minute walkthrough with our team. We'll show you Terno AI answering real marketing and website analytics questions against a schema like yours, securely, and without moving your data anywhere.