Mirai
Organize priorities, surface dependencies and prepare the next handoff. Give your team a clearer view of what needs attention.
Coordinate agents, tools and knowledge around the work that matters—with human oversight built into the way it gets done.
The value is in how the work connects.
A research task becomes a brief. A brief informs a plan. A plan reaches the person who can approve the next action. Agent OS brings those handoffs into the design of the system.
We shape the roles, context and review points around your team—so the workflow has a purpose, and every important decision has an owner.
Plan the work. Route the task.
Carry context. Surface exceptions.
Approve, refine or send back.
Mirai, JJ and Chelsea make the operating model tangible: role-based agent patterns for operations, engineering and marketing, tailored to the scope of your engagement.
Organize priorities, surface dependencies and prepare the next handoff. Give your team a clearer view of what needs attention.
Translate requirements into implementation plans, assist with code and tests, and prepare changes for engineering review.
Connect audience research with campaign planning. Draft messaging, organize creative briefs and prepare work for brand review.
These are collaboration patterns. Your people remain accountable for business decisions, approvals and release.
Choose the right capabilities. Connect the right context. Make the boundaries and handoffs explicit before the workflow grows.
Choose models and frameworks for the task, access requirements and evaluation criteria.
Define repeatable roles, shared work queues and handoffs that carry context between steps.
Agree what memory can retain, who may access it and how it is reviewed, corrected or removed.
Assess the systems, APIs and permissions needed for the workflow before promising an integration.
Put approval, escalation and send-back points where judgment or a consequential action requires them.
Define access rules, evaluations, logs and operating responsibilities as part of the build.
Start with the recurring work your team can describe, review and measure. Each role combines an agreed task with the context and permissions it needs.
Prepare account research, organize follow-up priorities and draft outreach for your revenue team to review.
Bring approved account context and support history together. Draft follow-ups and flag possible retention issues for investigation.
Prepare meeting briefs, organize decisions and turn approved notes into action lists with clear owners.
Develop audience hypotheses, campaign briefs and content variations. Route proposals through your marketing review process.
Compare market signals, competitors and scenarios. Produce source-linked options and questions for decision-makers.
Organize approved knowledge, identify gaps and draft cited answers. Route uncertain or sensitive questions to the right person.
Build around a decision, a handoff or a repeated source of friction. These solution areas help turn a broad ambition into a specific first workflow.
Turn agreed public and licensed sources into evidence-linked briefs. Scope signals to watch, alert criteria and the review cadence.
Explore Market IntelligencePrepare account briefs, buyer maps, meeting context and objection briefs. Give sellers useful evidence and drafts they can verify before a conversation.
Group support issues, surface recurring themes and retain the quotes behind them. Treat potential churn signals as hypotheses for the team to investigate.
Design answers around approved documents and visible references. Drive, Notion, Confluence and Slack are potential integrations to assess for access, permissions and coverage.
Connect report preparation, request routing, summaries and proposed actions. Define which steps may execute and which need human approval.
Bring the important changes into one source-linked briefing: what changed, why it may matter and which decisions need attention.
Explore Research AgentsGive the workflow a purpose-built interface. Our Software Factory brings agent-assisted engineering and forward-deployed engineers to the application around it.
Explore Software Factory


A clear path from the workflow you want to the system your team is prepared to operate.
Map the workflow and the approved sources, systems and owners it depends on.
Set role instructions, context boundaries, handoff rules and what a good result looks like.
Test representative cases and failure modes. Review evidence, permissions and escalation paths with your team.
Release the agreed scope with your approval, operating guidance and a support plan.
Start with a scoped bundle of roles, then define its sources, outputs, cadence and review responsibilities together.
Stay oriented in your market.
Scope a repeatable research program: gather relevant signals, compare changes and develop evidence-backed themes for review.
Scope this packBring the customer voice closer.
Organize approved feedback, investigate recurring issues and define which changes deserve attention from product and service teams.
Scope this packPrepare for better conversations.
Connect account context, message development and competitive preparation, with claims and outbound material reviewed before use.
Scope this packA useful output should make its evidence and uncertainty visible. Design the workflow so your team can inspect the reasoning path and send work back when it needs another pass.
An illustrative specialist pattern; the roles and review sequence depend on the task.
Require citations and source context where the task calls for them. Distinguish observations, interpretations and open questions.
Define how duplicate signals, conflicting sources and gaps are handled before they become a recommendation.
Scope permissions, personal-data handling, retention and audit records. Test the controls relevant to the workflow.
Make approval, revision and escalation visible. Keep a clear path to send a result back for more work.
Your workflow determines the connections.
Start with the systems your people already use: knowledge repositories, collaboration tools, CRM, support platforms and operational data. We assess access, licences and integration effort during discovery.
Models, frameworks, connectors and deployment options are selected for the agreed scope.
Need a custom application around it?Agent OS is Lyrical AI’s approach to designing coordinated agent workflows around your business. We scope the roles, tools, context, controls and human decisions together, then build and evaluate the agreed system.
Your team agrees the permitted actions, approval points and escalation rules. Agents can prepare work and recommendations; consequential actions and production changes follow the approval process defined for your engagement.
Discovery establishes the data sources, permissions, retention requirements and deployment boundaries. The architecture and acceptance checks are designed around that scope.
We assess the required APIs, licences, data access and permission model before committing to a connector. The integration list is agreed for your workflow; a named tool on this page is an integration to scope, not a claim of universal compatibility.
They are role-based patterns for operations, engineering and marketing collaboration. Their tasks, tools and review responsibilities are tailored to an engagement. Your people retain ownership of business decisions.
Documentation, operating guidance, training, support responsibilities and code or asset rights are defined in the agreement. We make those decisions explicit during scoping so your team knows how the system will be operated.
We start with the workflow, sources, integrations, controls and acceptance criteria. That discovery shapes the proposed build and support scope. Contact us to discuss a useful first engagement.
Bring the work, the friction and the outcome you have in mind. We’ll help define a useful first Agent OS engagement.