FAQ
A quick overview of how our Agentic AI Ecosystem™ operates, ships products in 12 days, and builds in governance, security, and ROI from day one.
Top Questions
Our Agentic AI Ecosystem™ operates as an AI organization inside your company, building and evolving products end-to-end. It ingests your intent, constraints, and standards, then directs specialized AI roles (product, design, engineering, data, QA, security, and delivery) to plan, design, build, and ship into your environment. The result is an entirely new way to build products, not just another tool in the stack.
Copilot helps one engineer write code. Our platform understands intent, shapes requirements, designs flows and interfaces, implements services and integrations, and assembles everything into an enterprise-grade product in your stack. Then it continues evolving as you add new goals and requirements. Copilot accelerates keystrokes. TTAI runs the full product lifecycle.
Yes. Our Agentic AI Ecosystem™ collapses year long product timelines into weeks because every role (product, design, engineering, data, QA, security) executes in parallel under governed workflows. Teams ship products and continue expanding them without expanding headcount.
Our Agentic AI Ecosystem™ gives you a new operating model for product delivery. Your existing tools and governance stay in place, delivery accelerates and our ecosystem continues evolving your products as you direct new goals.
You own 100% of the generated code. It is never shared across customers or reused for other products, and your data stays isolated in your workspace.
Understanding our Platform
ExpandMost AI tools are built to automate isolated tasks. They sit inside editors, builders, or workflows and generate artifacts that still need full teams and traditional delivery. They do not unify product, design, engineering, QA, and security into one execution model or run the lifecycle as a governed engine. Our Agentic AI Ecosystem™ was built as a lifecycle orchestration system that encodes enterprise architecture best practices and ships enterprise-grade products, not one-off outputs.
Our platform delivers enterprise-grade products. For each initiative, it creates the end-to-end product experience and everything required to run and evolve it, including flows, interfaces, logic, data shapes, quality checks, documentation, and release paths. You direct the intent and the ecosystem turns that intent into an enterprise-grade product and continues evolving it as you introduce new goals.
Yes. Our Agentic AI Ecosystem™ is designed for enterprise patterns and standards. It builds modern products that are deployed into your cloud, align to your identity and security models, and follow policy aligned architecture patterns. These products can sit alongside your existing systems and help you modernize your stack without requiring deep refactors of legacy code.
Outputs are produced through deterministic pipelines that encode enterprise architecture best practices and your policies. Our Agentic AI Ecosystem™ relies on repeatable patterns for architecture and code with governed generation steps, and when you want it to, it flows through your existing review and testing gates. Nothing reaches production without passing the checks you already trust, so unexpected outputs are caught and corrected before they affect customers.
None of the above. Our Agentic AI Ecosystem™ generates real, production grade code and infrastructure under the hood, while you operate at the product level. You define the intent and constraints and our platform handles the complexity.
None of the above. Agent platforms automate individual actions, builder tools assemble components, and workflow tools connect predefined steps. Our platform plans, designs, builds, validates, documents, and evolves whole products through a unified lifecycle so you receive production ready outcomes rather than disconnected tasks.
Yes. It is a software platform with a dedicated, customer-isolated workspace that delivers products directly into your environment. Your teams stay in control without any consulting dependencies, and you own all generated code, configuration, and infrastructure.
Our platform is already running in production today. It delivers complete product experiences with code, infrastructure, and documentation you can inspect and test in your environment. You see real outputs in days, not months, so your decisions are based on working products rather than claims.
Speed and Impact
ExpandMost teams see value within the first week. The first version of your product lands in your workspace in days, giving you real, working outputs to evaluate before making longer term decisions.
Our Agentic AI Ecosystem™ runs the full product lifecycle autonomously with governance built in. It removes handoffs, contractor overhead, and staffing gaps that slow traditional teams.
Yes. It reduces the execution load. Your team sets direction and approvals while our Agentic AI Ecosystem™ builds, tests, documents, and releases under your policies, then continues evolving the product as you add scope.
Yes. Delivery lands in your workspace under your controls, reducing reliance on external vendors and shadow processes while safeguardig your IP inside the company.
We look at the full product lifecycle (planning, design, engineering, QA, and release) and compare the time, cost, and staffing required with traditional Software Development Lifecycle (SDLC) methods. ROI comes from faster delivery, fewer contractor cycles, avoided hiring, and the ability to ship more products with the same internal team. Finance gets a clear, business-level comparison of effort and outcomes.
Yes. Platform-driven delivery replaces entire layers of external execution and contractor cycles while maintaining ownership and governance inside your company, at a materially lower cost than staffing or outsourcing equivalent delivery.
Our Agentic AI Ecosystem™ ships governed, production-ready products in your stack without the coordination risk, variability, or IP exposure of outsourcing.
Faster, production-grade releases improve time to market and let you respond to customers and competitors in weeks instead of quarters.
Yes. Delivery is just the starting point. Our Agentic AI Ecosystem™ continues evolving the product with new capabilities, integrations, and refinements as you direct more intent.
Fit and Compatibility
ExpandYes. Our Agentic AI Ecosystem™ plugs into your backlog, repos, cloud, identities, and approval flows so the way you ship products stays familiar and dramatically faster.
Outputs follow consistent conventions for architecture, folder structures, naming, design systems, API patterns, and documentation. You set the standards and the ecosystem generates products that align to them.
No. Our Agentic AI Ecosystem™ works out of the box. You can connect internal data later in a controlled way, but it is not required to start or to see value.
You own the products and extend them like any internal system. The structure is clean, documented, and easy to evolve, and our Agentic AI Ecosystem™ can generate updates whenever you direct new scope.
Yes. Our platform builds modern, products that can sit alongside legacy systems and gradually take over customer or internal workflows. In most cases, it is faster and cleaner to create new experiences on a modern foundation and migrate usage over time, rather than attempting deep refactors of legacy code. You direct the constraints; our Agentic AI Ecosystem™ builds new surfaces that help you move forward without being limited by what came before.
Both, but not by patching legacy line by line. Our Agentic AI Ecosystem™ is most effective when it creates modern replacements for debt-heavy surfaces and migrates usage, rather than trying to rescue brittle code.
Yes. Our Agentic AI Ecosystem™ can run multiple parallel workstreams, each with its own standards, workspace, and controls. It scales across business units and product lines so you can standardize delivery velocity across your company or portfolio.
It shortens delivery cycles so you can commit to more scope with the same staff. Your planning process stays the same while execution accelerates.
Yes. You capture intent, constraints, and success metrics so outputs align to your domain on day one. As you ship more products and features through our Agentic AI Ecosystem™, it learns more about your patterns, language, and preferences, so outputs become increasingly tailored to how your business actually operates.
Yes. Our Agentic AI Ecosystem™ scales across PE portfolios and enterprise business units, running parallel workstreams with customer-isolated workspaces and unit-specific standards, controls, and delivery patterns.
Adoption and Team Workflow
ExpandPosition it as removing blockers and accelerating delivery. Leaders use our Agentic AI Ecosystem™ to reduce dependency on contractors and avoid delayed execution while giving internal teams more ownership and impact.
No. Our platform does not remove ownership or decision making from your teams. Engineers, PMs, and designers retain control over direction, standards, and approvals, while execution shifts to the ecosystem so their time is spent on higher-impact work.
Kickoff aligns scope, standards, and access. Our platform then ships your first MVP within the pilot window.
The same skills you already use to review product direction, architecture decisions, and releases. You set intent and guardrails, and our Agentic AI Ecosystem™ carries out the delivery within those boundaries.
Scope updates are fed into our platform and reflected in the next generated iteration with tests and docs updated.
No. Your stack, backlog, and approvals stay the same while our Agentic AI Ecosystem™ delivers into them faster.
No. Our Agentic AI Ecosystem™ continues through QA, documentation, and release artifacts with traceability, and continues evolving your product after launch.
You set the standards and constraints up front. Generation is policy aligned and runs through your existing review and testing gates for governance.
Security, Data, and Compliance
ExpandNo. Your data is not used to train shared models and is never exposed to other customers.
Yes. Each customer runs in a logically isolated environment, and data is never shared across tenants. Access is governed by your own identity and access controls.
Yes. Your code and data stay in your workspace; nothing is shared or reused across tenants.
Self-hosting is on the roadmap and can be supported through dedicated configurations. Today, our Agentic AI Ecosystem™ delivers products directly into your repos, cloud, and environments, even when the orchestration layer runs outside your VPC.
We follow SOC 2-aligned controls and are on track to be SOC 2 compliant in Q1 of 2026. Our governance, monitoring, and security controls are managed through Drata to ensure continuous compliance and evidence collection.
Yes. Our Agentic AI Ecosystem™ produces traceable outputs, logs, and documentation aligned to SOC 2 and enterprise governance expectations. Through our partnership with Drata, customers can streamline onboarding, map controls, and maintain continuous compliance easily.
Yes. Actions, outputs, and artifacts are logged for audit and review and can be tied to your existing approval and testing gates for full traceability. Our Agentic AI Ecosystem™ runs through governed, deterministic pipelines designed for enterprise oversight.
We honor deletion requests and align to your data retention policies.
You still have full ownership of the products, infrastructure, and documentation. There is no lock-in and your internal teams can continue evolving everything with or without our platform.
Pricing, ROI, and Procurement
ExpandPilots are fixed scope, high confidence engagements that deliver a enterprise-grade products in your workspace. Pricing covers the build and the AI/DB costs. Enterprise terms follow once you validate outcomes.
Yes. A 30 day pilot proves value on a production product before scaling.
We measure the time, cost, and effort saved by using our Agentic AI Ecosystem™ instead of traditional Software Development Lifecycle (SDLC) processes. This includes reduced dependency on agencies or contractors, fewer handoffs, and more products delivered per quarter. The result is a measurable gain in delivery throughput without expanding headcount.
Platform-driven delivery replaces large portions of external execution and contractor cycles while maintaining ownership and governance inside your company. It allows you to ship more products at a lower cost than scaling teams or outsourcing equivalent work because our Agentic AI Ecosystem™ handles the delivery workstreams continuously without growing headcount.
You receive enterprise-grade products in your repos with code, infrastructure, and documentation you can inspect, extend, and ship. ROI is measured against your baseline so you see clear, quantifiable impact in the first month.
You own all code and artifacts and can continue under an enterprise license without rebuilds or handoffs.
No. Pilot pricing is fixed and unmetered for users or products.
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