The challenge
Important decisions, requests, and commitments were being made in meetings, email, chat, and collaboration tools—but ownership, deadlines, and follow-up were easily lost once the conversation ended.
Case Study
LigoFlow: AI accountability platform
MentoraX designed and built an AI-enabled workflow orchestration platform that captures commitments from business conversations, identifies ownership and deadlines, and converts them into trackable work across the tools teams already use. This is a concrete view of MentoraX capability.
NLP
Conversation-to-task capture
SaaS
Workflow platform architecture
Ops
Ownership and deadline tracking
Why it matters
LigoFlow proves MentoraX can build serious workflow software.
The platform demonstrates the engineering capability our outsourcing teams can bring to client work: product discovery, AI and NLP development, integrations, secure SaaS architecture, frontend and backend delivery, quality assurance, deployment, and continued product improvement.
The product response
LigoFlow captures commitments from communication channels, extracts the action, owner, deadline, and source context, and presents them for review before pushing approved work into operational systems.
What we engineered
MentoraX delivered the product architecture, AI extraction layer, review workflows, auditability, dashboards, role-based controls, integration framework, and scalable SaaS foundations.
What this proves
Clients can use the same multidisciplinary delivery capability to extend their teams, accelerate a product roadmap, build AI-enabled platforms, or outsource a complete product workstream.
Delivery evidence
Built through a complete, multidisciplinary product team.
LigoFlow is presented as delivery proof: a serious AI workflow platform designed and shipped by MentoraX.
1,100+
Conversations processed during beta validation.
11+
Business-tool integrations supported across communication and execution workflows.
End-to-end
Product discovery, architecture, engineering, deployment, and continuous improvement.
Delivery model
How MentoraX takes a product from operational problem to working platform.
Map the real workflow
Identify communication channels, decision paths, handoffs, ownership rules, risk points, and required integrations.
Prototype the critical logic
Test extraction accuracy, user review, workflow states, integration assumptions, and the user experience before scaling.
Deliver the platform
Develop the AI layer, APIs, frontend, backend, security controls, integrations, analytics, and deployment infrastructure.
Improve with real usage
Monitor performance, support adoption, address edge cases, improve accuracy, and execute the product roadmap.
Where this applies
Use the same capability for your own build.
Workflow automation
Turn repetitive operational handoffs into tracked digital workflows with clear accountability.
Explore Build & AIDedicated product teams
Add engineering, QA, data, or AI capacity without building a permanent internal team first.
Explore outsourcingManaged delivery
Keep improving shipped systems with monitoring, support, maintenance, and roadmap execution.
Scope a projectOutsourcing flagship
Need a senior software or AI team without hiring overhead?
We handle recruitment, management, retention, and delivery rhythm. You keep product direction, tools, backlog, and IP.