Too many experiments, no operating strategy
Teams adopt disconnected AI tools without a clear roadmap, success criteria, ownership model, or path to production.
[ 00 ]From AI strategy to production intelligence
Turn AI ambition into production intelligence.
Mindify AI advises, builds, deploys, and operates secure AI systems for organizations with complex workflows and sensitive data—from transformation strategy and custom AI agents to private deployment with Cortex Edge.
Strategy · Engineering · Private deployment · Managed operations
CORTEX EDGE
production system
production system
BOUNDARY
CUSTOMER CONTROLLED
CUSTOMER CONTROLLED
WORKFLOW
AUDITABLE
AUDITABLE
APPROVAL
HUMAN IN CONTROL
HUMAN IN CONTROL
cortex.edge / deploymentproduction
Cortex@approved-context
retrievepermission-aware knowledge
route_modelapproved model policy
KnowledgeConnectedready
Data boundaryCustomer-controlledready
Model policyApproved routesready
Production workflowCONTEXT -> APPROVAL -> ACTION
AI transformation strategy
Custom solution engineering
Private deployment
Model-independent architecture
Research-informed systems
Managed AI operations
[ 01 ]Why initiatives stall
AI transformation requires more than a model.
Most organizations do not have an AI problem. They have a strategy, integration, data, governance, and execution problem.
Valuable knowledge remains fragmented
Documents, code, customer conversations, policies, meetings, and operational systems each contain part of the organization’s intelligence.
Generic tools cannot support specialized workflows
Off-the-shelf copilots rarely understand the company’s processes, permissions, terminology, systems, and decision context.
Security prevents wider adoption
Sensitive data and infrastructure requirements prevent organizations from using public AI services for important work.
Prototypes fail to become production systems
Production AI requires integration, evaluation, observability, governance, deployment, and ongoing maintenance.
[ 02 ]Services
Secure AI and software, built for production.
We help organizations build secure, production-ready AI systems that run on their own infrastructure or in the cloud. Our expertise spans private AI deployment, custom software engineering, and modern web development.
01private-ai
Private AI Infrastructure
Deploy enterprise-grade AI entirely within your own environment for maximum security, privacy, and performance.
- On-premises Coding LLM Agents for software engineering teams
- Private AI workspaces and knowledge assistants
- Secure deployment with LAN, VPN, or hybrid cloud architectures
02llm-training
Custom LLM Training & Fine-Tuning
Develop AI models tailored to your organization, data, and workflows.
- Domain-specific LLM fine-tuning
- Continued pretraining and model adaptation
- Retrieval-Augmented Generation (RAG)
- Model optimization and inference acceleration
03ai-systems
Custom AI Systems & Integration
Transform business processes with intelligent automation and AI-native applications.
- End-to-end AI application development
- Enterprise system integration
- AI workflow automation
- API development and third-party integrations
- Agentic AI and multi-agent systems
04web-platform
Custom Web & Platform Development
Build modern, scalable digital products for customers and internal teams.
- Custom web applications
- Client portals and internal dashboards
- SaaS platform development
- Responsive, high-performance user experiences
05ux-seo
UI/UX & SEO Optimization
Improve user experience, search visibility, and conversion performance.
- Modern UI/UX redesign
- Website performance optimization
- Technical SEO implementation
- Accessibility improvements
- Conversion rate optimization (CRO)
[ 03 ]Solution areas
Applied AI for high-value workflows.
We start with the workflow that matters, then connect the right knowledge, models, controls, and interfaces around it.
Organizational Knowledge Intelligence
Connect documents, policies, notes, PDFs, and operational knowledge into a trusted AI system.
Meeting and Conversation Intelligence
Turn meetings, calls, and customer conversations into searchable transcripts, structured insights, follow-up actions, and reusable playbooks.
Engineering Intelligence
Give engineering teams contextual assistance across codebases, architecture, documentation, issues, and development workflows.
Contextual AI Agents
Build agents that use approved company context and execute controlled workflows with human oversight.
Private AI Deployment
Run approved models and knowledge systems inside customer-controlled infrastructure.
[ 04 ]Mindify AI delivery platform
Cortex Edge is the foundation behind our private AI solutions.
Cortex Edge connects approved AI models with your organization’s knowledge, code, policies, systems, permissions, and workflows. It provides a reusable foundation for delivering secure AI solutions faster while keeping every deployment configurable to the customer’s environment.
cortex.edge / architectureCUSTOMER BOUNDARY
PRIVATE AI FOUNDATIONCORTEX EDGE
Configurable around your workflows, infrastructure, security requirements, and deployment model.
MODELSLocal · Open · Approvedready
KNOWLEDGEDocuments · Code · Policiesready
CONTROLPermissions · Audit · Approvalready
WORKFLOWSAgents · Interfaces · Actionsready
data_boundary: customeractivity_log: auditable
Deployment capabilitiesCORTEX_EDGE
- Private-cloud or on-premise deployment
- Company knowledge connections
- Repository and document intelligence
- Permission-aware retrieval
- Approved model routing
- Contextual AI agents
- Workflow orchestration
- Administrative controls
- Auditable AI activity
- Managed implementation
[ 05 ]How we work
A practical path from opportunity to production.
Each stage creates a concrete decision or working artifact, so strategy stays connected to delivery.
Assess
Identify valuable workflows, constraints, data sources, stakeholders, infrastructure, and success criteria.
DeliverableAI opportunity and deployment assessment
Design
Define the target workflow, architecture, security boundary, integrations, operating model, and implementation scope.
DeliverableSolution blueprint and commercial proposal
Build
Develop and integrate the models, knowledge systems, agents, interfaces, and workflow automation.
DeliverableValidated pilot or production-ready solution
Deploy
Deploy into the approved environment, test reliability and permissions, and onboard users.
DeliverableOperational AI system
Operate
Monitor, maintain, evaluate, and improve the system while expanding it into additional workflows.
DeliverableManaged AI operations and continuous improvement
[ 06 ]Why Mindify AI
Secure by design. Built for production. Tailored to your business, scalable as you grow.
We combine enterprise AI infrastructure, software engineering, and product design. Whether you need a private AI deployment, a custom AI application, or a complete digital platform, we partner with your team from strategy and implementation through long-term support.
Strategic and technical
Connect executive priorities with system architecture and engineering execution.
Productized delivery
Use Cortex Edge as a reusable foundation while adapting each deployment to the customer’s workflows and environment.
Research-informed systems
Apply work in reasoning, coding agents, hallucination mitigation, retrieval, and efficient models to production design and evaluation.
Model-independent architecture
Select models based on security, quality, speed, cost, and deployment requirements rather than relying on one provider.
Long-term operating partner
Support systems after deployment through maintenance, evaluation, optimization, and expansion.
[ 07 ]Representative solutions
Delivery patterns for real operational needs.
These are representative solution patterns—not customer case studies or performance claims.
Private Conversation Intelligence
A local AI system for transcribing sensitive conversations, extracting operational insights, and converting recurring patterns into searchable playbooks.
Private Knowledge Assistant
A permission-aware knowledge system for searching internal documents, policies, notes, and operational information.
Specialized AI Workflow Platform
A custom AI application combining domain-specific models, internal infrastructure, operational interfaces, and managed deployment.
[ 08 ]Open research
Research depth. Production discipline. Business focus.
Mindify AI combines applied research with production engineering. Work in structured reasoning, coding agents, hallucination mitigation, model efficiency, and private deployment informs how we evaluate models and build reliable AI workflows.
April 2026R.03
Process Supervision via Verbal Critique Improves Reasoning in LLMs
Studied
A training-free generate–critique–refine framework for structured reasoning at inference time.
Production relevance
Informs how complex agent workflows can expose intermediate review and correction instead of relying on one opaque answer.
Reasoning evaluation · agent reliabilityRead paper
March 2025R.02
Verbal Process Supervision Elicits Better Coding Agents
Studied
CURA, a code understanding and reasoning agent enhanced with verbal process supervision.
Production relevance
Guides repository-aware assistants that need to inspect evidence, reason over changes, and recover from weak implementation paths.
Engineering intelligence · coding agentsRead paper
February 2025R.01
Delta — Contrastive Decoding Mitigates Text Hallucinations in LLMs
Studied
An inference-time decoding method designed to suppress hallucinations without retraining or additional data.
Production relevance
Supports model evaluation and routing decisions for workflows where unsupported text creates operational risk.
Hallucination mitigation · model evaluationRead paper
[ 09 ]Ideal customer
Built for organizations where generic AI is not enough.
01
Internal knowledge is valuable but fragmented.
02
Important workflows still rely on repetitive manual work.
03
Public AI tools cannot safely access sensitive information.
04
The organization needs specialized AI agents or applications.
05
AI experiments have struggled to reach production.
06
One partner is needed across strategy, engineering, deployment, and operations.
Move your highest-value AI opportunity toward production.
Tell us about the workflow, data, security requirements, or AI initiative you are evaluating. We will help identify the most practical path from opportunity to deployment.
Strategy · Custom solutions · Cortex Edge · Managed AI operations