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    Practical writing on workflow orchestration in Salesforce.

    Working notes, architecture patterns, customer perspectives, and field-tested ideas from the Ortoo Orchestrator team.

    Introducing Corrections in Ortoo Orchestrator
    AI governance

    Introducing Corrections in Ortoo Orchestrator

    When an AI agent puts a support request in the wrong category, your team knows what needs fixing. Corrections lets you explain the right outcome, send it for approval and update the guidance the agent uses for future requests.

    Elisa Mustonen, 09 Oct 2026
    Read article
    The Ortoo team outside Moscone Center under the Welcome to Dreamforce banner, Dreamforce 2026
    Event

    Ortoo at Dreamforce 2026: AIforce, customer conversations, and what's next

    Ortoo's Dreamforce 2026 recap: AIforce, customer workshops, community catch-ups, and what we heard about oversight as agents take on more work.

    Ortoo team4 min read
    Claudeforce article cover: a workflow running left to right from documents through an AI step and deterministic steps into connected systems.

    Claudeforce: what's new, what isn't, and what it doesn't answer

    Claudeforce makes Salesforce more accessible to AI. The bigger question is what happens next: who owns the work, which rules apply, when humans step in, and how actions are coordinated across systems.

    Elisa Mustonen9 min read
    When to use an AI agent in Salesforce: decide whether a step needs interpretation or certainty before you build AI into it.
    AI governance

    When to use an AI agent in Salesforce (and when to use a rule)

    "Can this be an agent?" comes up in every Salesforce meeting now. How to decide when an agent earns its place, plan for the cases it can't finish, and get the handoff right.

    Elisa Mustonen6 min read
    Governed AI in production: capability is not control, article title card with a scales-of-justice icon.
    AI governance

    Governed AI in production: more capability needs more control as the OpenAI Hugging Face Hack reminds us

    AI agent governance is about what an AI agent can and is allowed to do in production. Capability and ability get confused constantly, and a security incident in July 2026 showed why the difference matters – also in your Salesforce org.

    Elisa Mustonen12 min read
    lead-assignment-rules-salesforce-icon
    Workflow orchestration

    Lead Assignment Rules in Salesforce: Automate with Q-assign

    This comprehensive guide to optimizing lead assignment rules in Salesforce will stand you in good stead for maximizing your sales reps’ productivity and performance. Understand the benefits of highly effective lead assignment, explore Salesforce best practices and stay ahead of the competition – with added insights into AI-driven revenue orchestration

    Ortoo Team9 min read
    Lead to Account Matching is the process of connecting leads with their corresponding accounts in your Salesforce database.
    Revenue operations

    Lead to Account Matching: Seamlessly Connect Leads to Accounts in Salesforce

    Lead to account matching connects every inbound lead to the right account in Salesforce. Here is how it works, where it breaks, and how to automate it without manual data entry.

    Elisa Mustonen5 min read
    Automation vs. autonomous agents vs. orchestration — article cover.
    AI governance

    Automation vs autonomous agents vs orchestration: what each means and which you need

    The market is using one word, AI, for three different things. Automation runs steps, an autonomous agent makes calls, orchestration runs the operation. A down to earth guide to the difference, and how to tell which a given workflow needs.

    Elisa Mustonen10 min read
    Email-to-Lead workflow for Salesforce in three steps: email in, enrich and classify, create the lead.
    Revenue operations

    Email-to-Lead: Salesforce Lead Management with AI

    Lead management is the lifeblood of any successful sales operation. At a time where customer expectations are higher than ever, ensuring that potential leads are captured and nurtured effectively can make all the difference. Introducing Email-to-Lead – AI Edition.

    Taylor Reed7 min read
    The two halves of case deflection in Salesforce: cases resolved by self-service, and cases that still need an agent, routed and triaged so they do not escalate
    Workflow orchestration

    How to improve Salesforce case deflection rates

    Deflection only solves half the problem. The cases that do not deflect are the ones that breach SLA. How to improve deflection rates, and how to handle what is left.

    Elisa Mustonen6 min read
    Agentic AI maturity model: from AI generating answers, to agents performing tasks, to AI executing business processes under control.
    AI governance

    Agentforce Is advancing but execution still lacks control in 2026

    Agentforce is advancing, but not scaling. Here’s why execution, control, and orchestration are the real blockers to agentic AI in Salesforce.

    Elisa Mustonen6 min read
    Defining Salesforce workflow execution in one place instead of fragmenting it across flows, rules, and integrations.
    Workflow orchestration

    Calling Salesforce is easy. Defining what happens next is the hard part.

    Salesforce workflows don’t break because of missing automation. They break because no single system defines what should happen. Here’s what actually fixes it.

    Elisa Mustonen4 min read
    Fragmented Salesforce workflows: flows, rules, integrations, and agents each deciding independently on the same case.
    AI governance

    Salesforce workflows don’t need more automation and AI, they need control

    Adding more flows and rules doesn’t fix Salesforce workflows. It creates complexity. Here’s why systems become harder to manage, and why issues keep coming back.

    Elisa Mustonen5 min read

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