How SpeedMVPs Uses Linear on AI Projects
At the start of an AI MVP project, SpeedMVPs creates a Linear workspace (or uses the client's existing workspace) and sets up the project structure. Every task identified in the scoping session becomes a Linear issue with a description, acceptance criteria, and an initial estimate. Issues are grouped into two cycles: a two-week design and core development cycle, and a final integration, testing, and polish cycle. The client has read access (or full access if preferred) to the Linear workspace throughout the project, which provides complete transparency into what is in progress, what is done, and what is next. Status updates that previously required a call are visible directly in Linear. Sprint review meetings reference the Linear cycle view rather than a separate status deck.
Issue Structure for AI Features
AI features have specific sub-tasks that standard software tasks do not: prompt design and testing, LLM API integration, response parsing, evaluation against test cases, and quality review with sample outputs. SpeedMVPs structures Linear issues for AI features with these sub-tasks as children or checklist items, so the definition of done includes the quality validation step, not just the code implementation. A Linear issue for a RAG knowledge copilot feature would include sub-tasks for: document ingestion pipeline, embedding and vector storage, retrieval function, prompt construction, response formatting, evaluation against 20 test cases, and frontend integration. This granularity makes it clear when an AI feature is genuinely complete versus when the code is written but the quality has not been validated.
Git Integration and Automated Status Updates
Linear integrates directly with GitHub. When a developer creates a branch named with a Linear issue ID (such as feature/LIN-123-rag-pipeline), Linear links the branch to the issue. When a pull request is opened referencing the issue, Linear updates the issue status to In Review automatically. When the PR merges, the issue moves to Done. This automation keeps the Linear board accurate without requiring developers to manually update issue statuses, which is the main reason project boards fall out of sync on most teams. SpeedMVPs configures the GitHub-Linear integration at the start of the project so this automation is working from the first commit.
Client Visibility and Stakeholder Updates
One of the most common complaints founders have about working with development agencies is not knowing what is happening day-to-day. Linear solves this by making project state transparent by default. Clients can view the current cycle board, see which issues are in progress and which are done, read issue comments where technical discussions and decisions are recorded, and see the burndown of remaining work without needing to ask for a status update. SpeedMVPs provides a brief orientation on reading the Linear workspace at the start of the project, covering what the different statuses mean and how to interpret the cycle health. For clients with non-technical stakeholders who need a higher-level update, the cycle summary view provides a single-sentence status per issue that is readable without technical context.
Linear After Handover
A clean, well-organised Linear workspace is part of the SpeedMVPs handover package. At delivery, the completed cycle issues are marked Done, any remaining optional scope items are labelled as Backlog with priority ratings, and the project documentation links are added to the relevant Linear project description. If the client continues development in-house or with another agency, the Linear workspace provides the context for what has been built and what the engineering decisions were. For clients hiring their first in-house engineer after the MVP, having an organised Linear workspace with clear issue descriptions is a practical onboarding tool.
Linear Integrations with the AI Product Toolchain
Linear integrates with Slack (posting notifications to a project Slack channel when issues are updated), GitHub (branch and PR linking), Figma (linking design files to issues), and Sentry (linking error issues to code issues). SpeedMVPs configures the Slack and GitHub integrations as standard, so the client's Slack workspace receives Linear activity notifications and the GitHub repository's pull requests are linked to Linear issues automatically. The Sentry integration is configured when error tracking is included in the project, so production errors can be linked to the Linear issue that fixes them, providing a clear audit trail from error detection to resolution.