Enterprise Automation

Stamford – November 10, 2026 -- Kolmena's agentic AI platform has cut time spent on regulatory research by 85% at Celnova Pharma, the company said as it launched the multi-agent system with access by invitation only.

Platform routes tasks across multiple AI models to manage cost and performance

Kolmena groups specialized AI agents into coordinated workforces that share context and work toward a common objective. Its Kolmena Smart Prompt Routing (KSPR) assigns different AI models to different tasks within a workflow. Users can tune performance and cost without depending on a single AI provider.

The platform offers more than 1,600 integrations, persistent memory, governance and observability. It launches with an Agent Builder, a Swarm Builder and an implementation partner program for agencies, consultancies and AI specialists.

Global – October 29, 2026 -- An enterprise running 9,000 AI agents can still miss measurable business outcomes if those agents handle tasks that structured workflows could run more efficiently, according to AppsTek Corp, which builds enterprise AI on Oracle platforms.

Workflows run predictable rules while agents handle uncertainty

A workflow executes a predefined sequence of business logic, while an AI agent decides parts of that sequence as work progresses. Workflows move invoices, validate records, route approvals and trigger integrations. Agents interpret context, select tools and retrieve knowledge once uncertainty enters a process. Choosing the highest level of autonomy every time usually raises cost without raising value, AppsTek argues.