AI-native software with the guardrails built in.

Terravoss builds AI-powered developer tools, knowledge bases, business intelligence, and productivity apps. Every product includes a defensive layer that keeps confidential data out of AI models and vulnerable code out of production, so your company can adopt AI safely.

Founded by Matthew Caballero, a software developer and former cybersecurity consultant.

Atlas assistant Sales team

Request

Summarize my thread with Dana Ruiz[PERSON_1] at dana@example.com[EMAIL_1] and draft a reply. The client portal password is Harbor-2026![SECRET_1]

Found
A name, an email address, and a password
Before sending
Masked, so the AI model never sees them
In the reply
Name restored on your side, password left out
Checking requestSent safely Illustrative example

Your team already uses AI. The risk is what goes in and what comes out.

Confidential data going in

People paste customer records, contracts, financials, and passwords into AI tools to move faster. Once that data reaches an outside model, you cannot pull it back.

Vulnerable code coming out

AI coding assistants write a lot of code quickly, including code with injection flaws, hardcoded secrets, and outdated dependencies. If nobody checks it, it ships.

Terravoss products sit in between. Your people get the AI tools they want. Breakwater, the defensive layer inside every product, makes sure sensitive data stays inside the company and risky code never reaches your customers.

What we build

Four product areas for businesses and everyday people. Every product runs on Breakwater, so safety comes standard.

The layer under every product

Breakwater

Our defensive layer. It sits between your people and any AI model, and between AI-written code and production. Built into every Terravoss product, and available on its own for design partners.

In development
  • Data masking for customer records, financials, contracts, and secrets, before any request leaves your network
  • Code checks on AI-written code for injection flaws, hardcoded secrets, and risky dependencies
  • Usage policies that set which teams can use which AI tools with which data
  • An audit log of every AI request, so you can show what happened and when

Developer tools and coding assistants

Help engineers ship faster without shipping risk.

  • Faultline

    For engineering teams

    A review assistant for AI-written code. It reads every pull request, explains what changed, and suggests fixes before anything merges.

    SafeguardBlocks merges that add secrets or known vulnerable packages.

    In development
  • Strata

    For engineering teams

    Keeps READMEs, API references, and changelogs in sync with the code, and opens a pull request when they fall behind.

    SafeguardSource code only goes to the model provider you approve, with secrets stripped first.

    Prototype

Content generation and knowledge bases

Put company knowledge to work and keep it inside the company.

  • Atlas

    For whole companies

    An assistant that answers questions from your documents, wikis, and chats, with a citation for every answer.

    SafeguardOnly searches files each person already has permission to open.

    Prototype
  • Quarry

    For marketing teams

    A content studio that learns your brand voice and drafts posts, emails, and web pages for your review.

    SafeguardFlags customer data, confidential numbers, and unreleased plans before anything is published.

    Research

Business intelligence

Answers from your data without exposing it.

  • Meridian

    For operators and finance

    Ask questions about your business in plain English and get the chart, the trend, and a weekly brief on what changed.

    SafeguardThe model writes the query but only sees the schema and the totals, never raw customer rows.

    Prototype
  • Lodestar

    For founders and product teams

    Tracks competitors' pricing, launches, and hiring, and sends a short weekly summary of what changed.

    SafeguardRuns on public sources, so no internal data leaves the company to do the research.

    Research

SaaS and productivity

Focused apps that remove busywork, for businesses and for individuals.

  • Ridgeline

    For sales and security teams

    Drafts answers to RFPs and vendor questionnaires from your approved documents and past responses.

    SafeguardEvery answer cites its source and needs a person's approval.

    In development
  • Delta

    For support teams

    A support inbox that drafts replies from your help center and past tickets, and routes the hard ones to a person.

    SafeguardCustomer details are masked before reaching the model, and refunds or account changes always need approval.

    Research
  • Compass

    For individuals

    Forward receipts, bills, warranties, and renewal notices. Compass tracks the deadlines and reminds you before anything lapses or renews.

    SafeguardPersonal details are masked, and your documents are never used to train AI models.

    Research

How an AI-native company builds

We work the way we expect our customers to: a small team doing the work of a much larger one, with AI throughout and guardrails everywhere.

Claude Code in every repository
Our software is planned, written, tested, and reviewed with Claude Code. A person approves every change that ships.
Claude API in every product
Our products use the Claude API for reasoning, tool use, and answers that cite their sources.
Secure from the first version
Least-privilege access, the minimum data each feature needs, human approval for anything that cannot be undone, and complete logs.
Measured before release
Every AI feature ships with a test suite that checks accuracy and safety, and runs again whenever a model or prompt changes.

Work with us now

Our products roll out to design partners first. Here is how companies work with Terravoss today.

Design partner program

Early access to Terravoss products, a direct line to the founder, and a real say in what we build next.

  • A pilot with your own team, with data rules agreed in writing first
  • Weekly check-ins and fixes shipped fast
  • Founding customer pricing when products launch
Apply as a design partner

Custom AI builds

Need an AI tool for a specific workflow, such as support, reporting, document processing, or internal search? We build it on Breakwater, so it is secure from the first version.

First version in 3 to 8 weeks

AI adoption check

A short review of how your team uses AI today, where data or code could leak, and a practical plan to fix it before a wider rollout.

Typically 1 to 2 weeks

Founded by a developer with a security background

Terravoss was founded by Matthew Caballero, a software developer and former cybersecurity consultant, to build the AI tools businesses want with the protection they need already inside.

Working in security made one thing clear: companies are adopting AI faster than they can check what it touches. Terravoss closes that gap from the product side, so teams can move fast without trading away their data or their customers' trust.

Terravoss is the parent company for everything we build. Each product starts here, and the ones customers pull forward can grow into companies of their own.

We are founder-led and growing deliberately. If you invest in early-stage companies and would like to follow our progress, write to invest@terravoss.com.

Questions people ask first

Are your products available today?

Our products are in development and roll out to design partners first. Custom AI builds and AI adoption checks are available now.

Who are your products for?

Most are for businesses, from startups to larger companies rolling AI out across many teams. Some, like Compass, are for individuals.

Will our data be used to train AI models?

No. We only use AI providers whose business terms exclude your data from model training, and Breakwater masks sensitive details before any request leaves your network.

Which AI models do your products use?

We build primarily on Claude through the Claude API. Breakwater is designed to sit in front of the AI tools your team already uses as well.

Can you build something specific for us?

Yes. Custom builds use the same foundation as our products, including Breakwater, so they are secure from the first version.

Will you sign an NDA?

Yes. We are happy to sign yours, or send ours, before you share any details.

How does pricing work?

Products will be priced as subscriptions, and design partners get founding customer pricing. Custom builds and adoption checks are quoted at a fixed price after a short call.

Tell us where your team wants to use AI. We will help you do it safely.

Design partnerships, custom builds, or simply a conversation. We reply to every message within one business day.

Found a security issue in something we built? Email security@terravoss.com or read our disclosure policy.