How Terrain Works

From Cloud Spend to Provable ROI in 30 Seconds

Traditional tools give you dashboards to stare at. Terrain gives you answers you can act on — root causes, dollar impact, and the business context to prove value to leadership.

The Plan

Three Steps. Two Minutes. Done.

No complex onboarding. No 6-week implementation. Connect, ask, and get answers -- it's that simple.

1

Connect Your Cloud Accounts

One-click integration with read-only access. Terrain ingests your billing data -- we never touch your infrastructure, never modify resources, and never store credentials.

  • AWS, Azure, GCP -- connect all three or start with one
  • Snowflake and Databricks data platform support
  • Read-only access -- zero risk to your environment
  • Data stays in your cloud account, unlimited retention

Average setup time: under an hour

Amazon Web Services

CUR 2.0 / FOCUS data

One-click

Microsoft Azure

Cost Management exports

One-click

Google Cloud

BigQuery billing exports

One-click

Snowflake + Databricks

Usage and credit data

Supported
terrain-ai

> Why did AWS costs spike 47% this week?

Root Cause Identified:

Auto-scaling group prod-api-asg has no max instance limit. Traffic surge on Tuesday triggered 340% scale-up.

Cost Impact:

+$28,420 vs. previous week

Recommended Fix:

Set MaxSize=50, adjust target tracking to 65% CPU

Terraform script ready -- copy to apply

Projected Savings:

$19,894/month

2

Ask in Plain English

Type questions like you'd ask a colleague. No SQL. No data joins. No pivot tables. Terrain understands context, analyzes your actual billing data, and responds with specifics -- not generic advice.

"Why did costs spike last weekend?"
"Show me all idle resources costing > $100/mo"
"What can I shut down to save $20K this month?"
"What's our cost per customer by product line?"
"What's the ROI of our Databricks investment this quarter?"
3

Get Answers + Action Plans

Every response includes the root cause, the dollar impact, and prioritized recommendations you can act on immediately. Delivered to Slack, Teams (coming soon), SMS, or the web dashboard.

Root Cause Analysis

Not just "costs went up" -- exactly why and which resource

Business Impact

Not just cost savings — investment ROI, unit economics, and the boardroom metrics that matter

Prioritized Recommendations

Specific next steps ranked by savings impact and effort

Multi-Channel Delivery

Slack, Teams*, SMS, email, or web dashboard

AI Cost Intelligence

See Exactly Where Every AI Dollar Goes

AI is the fastest-growing line item on your cloud bill. Terrain monitors token-level costs across every major AI provider, giving you the same depth of intelligence for AI spend that you get for traditional cloud.

Model-Level Cost Breakdown

See costs per model (Claude, GPT-4o, Llama) across Anthropic, OpenAI, Bedrock, Azure OpenAI, and Vertex AI. Compare cost-per-token across providers in real time.

Token Usage Analytics

Track input vs. output token consumption by application, team, and feature. Identify prompt patterns that drive unnecessary spend.

AI Vendor Comparison

Automatically compare costs for equivalent models across providers. Know whether Bedrock or direct API access is cheaper for your usage pattern.

AI Cost Forecasting

ML-powered predictions for AI spend based on usage trends. Get alerts before token budgets are exhausted or costs spike unexpectedly.

Supported AI Providers

Anthropic (Claude)
OpenAI (GPT, o-series)
AWS Bedrock
Azure OpenAI
Google Vertex AI
terrain-ai

> How much are we spending on AI APIs this month and which team is driving it?

Analysis Complete:

Total AI spend this month: $47,230

Top spenders: ML Platform team ($28,400 / 60%) via Anthropic Claude 3.5, Customer Support team ($12,100 / 26%) via OpenAI GPT-4o, R&D ($6,730 / 14%) via AWS Bedrock.

Optimization Found:

Switch Customer Support from GPT-4o to Claude 3.5 Haiku for tier-1 routing. Same accuracy, 67% cost reduction. Projected savings: $8,100/month.

Capabilities

Every Intelligence Category, Every Tier

We don't gate features behind higher tiers. Every Terrain customer gets the full intelligence engine. The only difference is support level.

Waste Detection

Find idle, oversized, and orphaned resources bleeding cash across all your accounts

Cost Forecasting

ML-powered predictions so you can plan budgets with confidence, not hope

Anomaly Detection

Catch cost spikes the moment they happen -- before they compound into budget disasters

Right-Sizing

Specific instance and resource recommendations with exact savings calculations

ROI Intelligence

Tie cloud spend to business outcomes: cost per customer, unit economics, investment ROI

Governance & Allocation

Tag enforcement, team attribution, and showback/chargeback reporting made simple

Pre-Built Intelligence

95 Conversation Tiles. 10 Categories. Zero Setup.

Every Terrain deployment ships with 95 pre-built intelligence queries that go well beyond traditional FinOps — covering AI spend, data platform costs, and cross-domain analytics. Click a tile, get an answer.

Cost Savings

8 queries

  • Top cost savings opportunities
  • Unused resource identification
  • Commitment coverage gaps

Optimization

19 queries

  • Right-sizing recommendations
  • Reserved instance coverage
  • Storage tier optimization

AI & ML Intelligence

15 queries

  • AI model cost comparison
  • Token usage by application
  • AI provider cost optimization

Strategic Insights

17 queries

  • Service cost trends
  • Unit economics analysis
  • Cost per customer tracking

Cross-Domain Analytics

14 queries

  • Cloud + AI total cost of ownership
  • Multi-provider spend analysis
  • Data pipeline ROI

Forecasting

7 queries

  • Monthly spend forecast
  • Budget variance prediction
  • Seasonal trend analysis

Data Platforms

5 queries

  • Snowflake credit analysis
  • Databricks cluster optimization
  • Data warehouse ROI

Anomaly Detection

5 queries

  • Cost spike root causes
  • Unusual spending patterns

Governance & Allocation

5 queries

  • Tag compliance analysis
  • Chargeback by team
  • Policy violation detection

95

Pre-built intelligence queries

10

Categories beyond traditional FinOps

Day 1

Value with zero configuration

Every tile is available at every pricing tier. Ask in Slack, Teams, or the web dashboard. Can't find what you need? Ask anything in plain English — Terrain's 17 AI agents handle questions beyond the pre-built library.

Security

Enterprise-Grade Security, Zero Risk

Terrain deploys inside your cloud account by default (BYOC). We use read-only access to ingest billing data. We never touch your infrastructure, never modify resources, and never store cloud credentials.

Read-Only Access

Zero write access to your cloud environment

Data Stays in Your Cloud

Billing data never leaves your account

BYOC by Default

Terrain runs inside your cloud account -- your VPC, your rules

Security Architecture

Data encryptionAES-256 at rest, TLS 1.3 in transit
Access modelRead-only credentials
Data residencyYour cloud, your region
SSO & access controlsSAML, RBAC
Audit loggingFull activity trail

Your Guide

Built by Someone Who Lived Your Problem

"I spent 20 years helping the world's largest enterprises turn data and AI investments into business results -- at Google Cloud, Cloudera, and Hortonworks. The one problem I saw everywhere: teams had dashboards, not answers. They could see costs going up, but couldn't explain why, couldn't quantify the business impact, and couldn't get actionable recommendations to leadership fast enough. That's why I built Terrain."

Andrew Psaltis

Founder, Terrain / Dragonfly Rising

Ex-Google CloudEx-Cloudera APAC CTOPublished Author

20+

Years in AI & Data

85+

Team Led at Google Cloud

APAC CTO

Drove Growth at Cloudera

Fortune 500

Enterprises Advised

Ready to Prove the ROI of Every Cloud Dollar?

Connect your cloud in under an hour. Ask your hardest question. Get the answer — and the business case — in 30 seconds.

No credit card for demoRead-only access, cancel anytimeSetup in under an hour