DEEP LEARNING FOR DEEP IMPACT
DEEP
Full Stack Services:
DevOps, DataOps, MLOps
LEARNING
FOR DEEP
End-to-End
Project Development
Innovative AI & DL solutions
custom-made for your
business needs
IMPACT
Innovative AI & DL solutions
custom-made for your
business needs
OUR APPROACH
Social Responsibility
At Collective, we drive positive change by fostering cooperation and aligning with business goals. Our diverse team is committed to creating impactful solutions that benefit both society and our partners.
At Collective, we drive positive change by fostering
cooperation and aligning with business goals. Our diverse
team is committed to creating impactful solutions that
benefit both society and our partners.
Core beliefs
WE BELIEVE IN
- Data Science for social good
- Social responsibilities
- Non hierarchical structures
SERVICES
Machine Learning Projects
Agentic AI for Process Automation
AI Strategic Consulting
Advanced Research and Development
Integral innovative solutions
We offer solutions for process optimization and intelligent automation, improving operational efficiency and reducing costs. Our approach includes leveraging machine learning and analytics to optimize resources and automate critical tasks.
We design multi-agent systems that execute workflows across tools and channels (chat, voice, and back-office), with software-grade reliability and scalable operations. Our agents integrate with APIs, CRMs, ERPs, and ticketing systems, orchestrate planner/executor/reviewer patterns, and retrieve knowledge from enterprise content through RAG. Every deployment is engineered for enterprise-grade reliability and governance: guardrails and regression tests, full observability into cost, latency, and failures, and secure, auditable access controls, built on robust workflow orchestration with resilient integrations such as queues, retries, and idempotency. Typical solutions include voice agents, customer support copilots, back-office automation, document understanding and extraction, semantic search and RAG, and case triage and routing.
Agents that get work done
- Tool-use agents integrating with APIs, CRMs, ERPs, ticketing, and data systems
- Multi-agent orchestration using planner / executor / reviewer patterns
We provide comprehensive advisory services to identify and develop AI use cases that drive innovation and efficiency in your organization. Our approach covers everything from identifying opportunities to implementing and evaluating projects. Additionally, we enhance data and AI literacy within the management team, training leaders to make informed and strategic decisions.
AI Use Case Discovery and Assessment
- Identification of opportunities and their translation into concrete implementation projects. Evaluation and review of completed projects to ensure their success.
Data Strategy Plans and Data-Driven Culture
- In partnership with MVP Consulting, we develop data strategy plans based on the company's strategy and vision. This service includes an in-depth analysis of the client's strategy to develop a data plan encompassing data governance, technology and architecture, advanced analytics, and strategic integration to transform insights into actions and value generation. Additionally, we foster the development of a data-driven culture within the organization.
We specialize in projects that require significant research and development efforts, addressing complex problems at the forefront of knowledge. We conduct detailed state-of-the-art (SOTA) studies and develop innovative and customized solutions, delivering prototypes or production models accompanied by high-quality papers and technical documentation.
Industry practice
Predictive maintenance, quality, energy and safety.
See what your plant's data can do.
+
10
COUNTRIES
+
50
PROJECTS
+
5
R&D INITIATIVES
+
6
OPERATING YEARS