ToleAI

Project workspace where docs, tasks and agent roles share one bounded context.

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Screenshot of ToleAI, Project workspace where docs, tasks and agent roles share one bounded context

What is ToleAI?

ToleAI is an AI project builder tool. ToleAI bundles team docs, spreadsheets, Kanban tasks and file storage inside isolated Context Engines, then lets specialised Agent Roles (Scrum Master, Product Manager, Technical Architect) reason over that bounded data for standups, status summaries and task updates.

ToleAI is a project execution workspace that pulls team notes, wikis, spreadsheets, task boards and uploaded files into a single container the company calls a Context Engine. Each engine is created around a project description, then linked to the documents, spreadsheets and sprint boards that belong to that work. A central agent reads across all of those artifacts, so a question about a delayed dependency can be answered from the sprint board rather than from a chat window with no visibility into the project. The workspace itself covers the usual project surfaces natively. There is a rich text editor for wikis, SOPs and product briefs, a spreadsheet grid with formulas for structured data, a Kanban board and sprint planner, a calendar timeline for milestones, and isolated file storage for architecture assets and requirement documents. Because those surfaces live in the same engine, highlighting text in a brief can generate or update a live task without leaving the page. Voice chat and speech to text sit on top, letting users dictate notes or speak prompts to the agent hands free. The distinctive layer is the set of Agent Roles. Users toggle between perspectives such as Product Manager, Scrum Master, Daily Standup Coordinator, Technical Architect and Product Owner, and the agent reframes its output for that role. The company positions the bounded context as the reason those answers stay grounded: the agent is confined to the engine's own data rather than the open web, which is meant to reduce drift and made-up answers. ToleAI is aimed at small product and engineering teams that currently pay for a documentation tool, a tracker, a spreadsheet app and cloud storage separately. It competes less with single-purpose writing assistants and more with the assembled stack of Notion, Jira and Drive. Access is currently gated behind a private waitlist, and the privacy model (isolated engines, AES-256 at rest, files processed in memory) is clearly pitched at teams handling proprietary roadmaps.

How do you use ToleAI?

  1. 1Join the waitlist and request onboarding
    Sign up with a work email on the homepage to get on the private waitlist. Invitations are sent as teams are onboarded, and the trial starts once your workspace is created.
    ToleAI — Join the waitlist and request onboarding
  2. 2Create your first Context Engine
    Add a project engine and write a short description of the objective, including constraints and compliance rules. This description anchors what the agent indexes.
  3. 3Load docs, sheets and files
    Upload requirement documents and architecture assets, then draft wikis or briefs in the built-in editor and enter structured data into the spreadsheet grid.
  4. 4Build the sprint board
    Add tasks to the Kanban board, assign owners and set statuses. Cross-link tasks to the briefs they came from so the agent can trace work back to requirements.
  5. 5Pick an Agent Role and query the engine
    Select a persona such as Product Manager or Scrum Master, then ask for a status summary or a blocker audit. Save useful replies as notes or push them out as tasks.

Pros and cons

Pros

  • Docs, spreadsheets, tasks and files share one context, so the agent answers from project data rather than a blank chat windowAI
  • Role toggles such as Scrum Master and Daily Standup Coordinator map to real recurring team ritualsAI
  • Agent replies can be saved as notes or converted to tasks, keeping output inside the workspaceAI
  • Isolated per-project engines and in-memory file processing are a credible pitch for proprietary roadmapsAI
  • Consolidating four subscriptions into one tool is a genuine cost argument for small teamsAI

Cons

  • Product is still behind a private waitlist, so the interface and agent quality cannot be evaluated hands-on yetAI
  • Claims of 54 percent savings and 6.5 hours saved per week are vendor figures with no published methodologyAI
  • No integrations are documented, so connecting an existing tracker, repository or storage provider is unprovenAI
  • Agent quality depends entirely on how well a team maintains its docs and boards, which is the work most teams skipAI
  • No public pricing tiers, only a Stripe-based subscription and token model mentioned in passingAI

How much does ToleAI cost?

Free trial

A 7-day free trial is advertised with no credit card required, starting after waitlist invitation and team onboarding.

Learn more

Pricing

The homepage lists no public price tiers. It states that subscriptions and token payments are processed through Stripe, with card details held by Stripe rather than ToleAI's servers, and that subscriptions can be cancelled from the billing dashboard at any time.

Learn more

Features

Context Engines linking docs, sheets, files and sprint tasks; rich text editor for wikis and PRDs; formula-capable spreadsheets; Kanban board and sprint planner; calendar timeline; isolated file storage; voice chat and speech-to-text dictation; and switchable Agent Roles including Product Manager, Scrum Master, Daily Standup Coordinator, Technical Architect and Product Owner.

Frequently asked questions about ToleAI

  • How much does ToleAI cost?
    The homepage lists no public price tiers. It states that subscriptions and token payments are processed through Stripe, with card details held by Stripe rather than ToleAI's servers, and that subscriptions can be cancelled from the billing dashboard at any time.
  • Does ToleAI offer a free trial?
    A 7-day free trial is advertised with no credit card required, starting after waitlist invitation and team onboarding.
  • How do you use ToleAI?
    The walkthrough on this page covers 5 steps: 1. Join the waitlist and request onboarding 2. Create your first Context Engine 3. Load docs, sheets and files 4. Build the sprint board 5. Pick an Agent Role and query the engine.
  • What platforms does ToleAI support?
    ToleAI is available on Web App.
  • What are the limitations of ToleAI?
    Product is still behind a private waitlist, so the interface and agent quality cannot be evaluated hands-on yet. Claims of 54 percent savings and 6.5 hours saved per week are vendor figures with no published methodology. No integrations are documented, so connecting an existing tracker, repository or storage provider is unproven.

Status

StatusActive
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Added10/21/2026

Platforms

Web App

Pricing

Free TrialPaidSubscription