Leads, calls, notes, tickets, market noise
BreakoutWithAI / Agentic systems company
Build the AI systems your team will actually run.
We turn messy workflows into operator-ready AI products, dashboards, automations, and launch surfaces that make the next action clear.
Workflow to productOperator-ready buildsAgentic operating loops
Build consoleSignal → System
Raw signal captured
Agent context assembled
Human checkpoint set
Next action routed
Featured portfolio piece
Brandi is a portfolio build with its own product path.
Brandi is one of the products in the BreakoutWithAI portfolio: a trade-show intelligence system for targeting, lead qualification, event conversion, and post-show routing. On this site, it shows how we turn a high-friction workflow into a launchable AI system.
Target before the show
Shape outreach and booth priorities before the team arrives, so the floor starts with a qualified target map.
Qualify while conversations happen
Capture buyer intent, enrich the account, and expose the next-best action while the operator still has context.
Route follow-up before momentum dies
Turn event conversations into routed tasks, account notes, and follow-up priorities instead of a stale spreadsheet.
What we build
The surfaces where AI becomes operational.
We do not sell generic AI adoption. We design the workflow, build the interface, wire the agents, and leave the team with a system they can keep using.
AI operating loops
Agent workflows with context, tools, checkpoints, memory, and routed action.
Lead intelligence
Qualification engines that turn scattered buyer signals into clear priorities.
Decision dashboards
Command surfaces that compress exceptions, trends, and next actions.
Launch surfaces
Product pages, onboarding flows, and demos for AI systems ready to meet users.
Selected systems
Built examples with clear proof boundaries.
Each surface is labeled by what it does, who it serves, and where it fits in the operating loop. Brandi is a proud example, alongside other systems and client patterns that show how Breakout turns hard workflows into usable AI products.
Featured portfolio build
Live event operatorsBrandi
Trade-show lead intelligence and event conversion workflow.
One of the portfolio products with its own dedicated site and onboarding path. On Breakout, Brandi shows the type of AI system we can design, build, and launch.
Qualification engine
Revenue teamsLead-Qual
Turn messy lead signals into a clear next action.
Scores intent, fit, urgency, and owner routing without exposing sensitive internal verdicts to visitors.
Sentiment intelligence
Leadership + commsSenti
Read market mood before it becomes a surprise.
Tracks themes, sentiment shifts, and narrative pressure so teams can respond with evidence.
Narrative radar
Brand + growthSocial Listening
Monitor public conversation without drowning in feeds.
Clusters channels, creators, topics, and weak signals into a usable decision layer.
Trading Desk
Ops + strategyDashboarding
Operator dashboards for fast decisions under pressure.
Custom command surfaces that compress noisy inputs into readable actions, exceptions, and trends.
Workshops
Enablement for teams building real AI workflows.
Workshops are a support path for teams that want to understand agentic workflows while they scope, build, or adopt real systems.
View workshopsAI Project Manager Workshop
A practical workshop for teams that want agentic workflows, MCP-connected context, and production-minded automation patterns.
- Design an agent operating loop
- Connect tools and knowledge sources
- Turn recurring PM work into repeatable commands
About Breakout
We build the route from signal to action.
BreakoutWithAI helps teams turn valuable workflows into AI systems with the surfaces, guardrails, and operating discipline required for real adoption.
Map the workflow
We start with the users, handoffs, constraints, and decisions that make the process valuable or painful.
Build the surface
The output has to be usable: product screen, operator dashboard, routed action, launch path, or team workflow.
Instrument the loop
Agentic systems need checkpoints, memory, measurement, and ownership so the team can keep running them.
Book a call
If the workflow is real, we can scope the system.
Bring the messy workflow, the customer journey, or the product idea. We will map whether it should become an AI operating loop, dashboard, automation layer, or launchable product surface.
WorkflowUsersBottleneck