A useful agent rollout has three modes: observe, recommend, then act within a narrow boundary. Move to the next mode only when evaluation shows the previous one is reliable. #EnterpriseAI
November 5, 2026 at 8:24 PM
A useful agent rollout has three modes: observe, recommend, then act within a narrow boundary. Move to the next mode only when evaluation shows the previous one is reliable. #EnterpriseAI
A strong AI workflow preserves context across handoffs: the user’s goal, evidence gathered, decisions made and unresolved questions. That continuity can matter as much as the model’s raw capability. #EnterpriseAI #AIagents
November 4, 2026 at 6:24 PM
A strong AI workflow preserves context across handoffs: the user’s goal, evidence gathered, decisions made and unresolved questions. That continuity can matter as much as the model’s raw capability. #EnterpriseAI #AIagents
AI adoption improves when teams can inspect and correct the system’s work. A useful first use case has clear inputs, visible decisions and a safe way to reverse mistakes. #EnterpriseAI #AI
November 4, 2026 at 6:17 PM
AI adoption improves when teams can inspect and correct the system’s work. A useful first use case has clear inputs, visible decisions and a safe way to reverse mistakes. #EnterpriseAI #AI
The best AI automation starts with a clear decision to improve. Map the current workflow, define a quality baseline, and let people review exceptions before expanding scope. #EnterpriseAI #AI
November 3, 2026 at 8:49 PM
The best AI automation starts with a clear decision to improve. Map the current workflow, define a quality baseline, and let people review exceptions before expanding scope. #EnterpriseAI #AI
Which business workflow would you let an AI agent own first if you could inspect every step and easily reverse mistakes? #AIagents #EnterpriseAI
November 4, 2026 at 1:47 PM
Which business workflow would you let an AI agent own first if you could inspect every step and easily reverse mistakes? #AIagents #EnterpriseAI
If an AI feature needs a second dashboard, a new login and a separate approval queue, adoption will be uphill. Bring assistance into the existing workflow, and make the handoff to a human simple. #EnterpriseAI
November 5, 2026 at 2:50 PM
If an AI feature needs a second dashboard, a new login and a separate approval queue, adoption will be uphill. Bring assistance into the existing workflow, and make the handoff to a human simple. #EnterpriseAI
Models will keep changing. Enterprise architecture should make workflows portable: keep business rules, evidence and approval logic visible outside any one model. #AIArchitecture #EnterpriseAI
November 4, 2026 at 1:44 PM
Models will keep changing. Enterprise architecture should make workflows portable: keep business rules, evidence and approval logic visible outside any one model. #AIArchitecture #EnterpriseAI
AI procurement checklist: exportable data, model portability, evaluation access, clear retention terms and a tested exit route. Switching costs begin long before a contract ends. #EnterpriseAI
November 5, 2026 at 2:49 PM
AI procurement checklist: exportable data, model portability, evaluation access, clear retention terms and a tested exit route. Switching costs begin long before a contract ends. #EnterpriseAI
A common AI rollout mistake is optimising the model before clarifying the work. First agree on the decision, the evidence it requires and who owns the outcome; then decide where AI helps. #EnterpriseAI #AIstrategy
November 4, 2026 at 6:24 PM
A common AI rollout mistake is optimising the model before clarifying the work. First agree on the decision, the evidence it requires and who owns the outcome; then decide where AI helps. #EnterpriseAI #AIstrategy
Lower model costs do not automatically make AI workflows economical. Count integration, monitoring, human review and exception handling alongside inference before calling a pilot profitable. #EnterpriseAI
November 5, 2026 at 7:36 AM
Lower model costs do not automatically make AI workflows economical. Count integration, monitoring, human review and exception handling alongside inference before calling a pilot profitable. #EnterpriseAI
Google Cloud moderating a governance panel at #CDAOFall
The most sophisticated artificial intelligence initiatives often stumble not because of technical limitations, but due to a fundamental disconnect within organizational alignment.
#GoogleCloud #EnterpriseAI #DataGovernance #AgenticAI
The most sophisticated artificial intelligence initiatives often stumble not because of technical limitations, but due to a fundamental disconnect within organizational alignment.
#GoogleCloud #EnterpriseAI #DataGovernance #AgenticAI
November 4, 2026 at 7:16 AM
Google Cloud moderating a governance panel at #CDAOFall
The most sophisticated artificial intelligence initiatives often stumble not because of technical limitations, but due to a fundamental disconnect within organizational alignment.
#GoogleCloud #EnterpriseAI #DataGovernance #AgenticAI
The most sophisticated artificial intelligence initiatives often stumble not because of technical limitations, but due to a fundamental disconnect within organizational alignment.
#GoogleCloud #EnterpriseAI #DataGovernance #AgenticAI
When buying an AI tool, test it on your own workflow. Check data handling, integration effort, failure recovery and export options alongside model quality. #EnterpriseAI #Procurement
November 4, 2026 at 10:51 AM
When buying an AI tool, test it on your own workflow. Check data handling, integration effort, failure recovery and export options alongside model quality. #EnterpriseAI #Procurement
The AI advantage won’t come from giving every team the same assistant. It will come from redesigning specific workflows around better decisions, cleaner evidence and clear ownership. #EnterpriseAI #AIstrategy
November 5, 2026 at 6:57 AM
The AI advantage won’t come from giving every team the same assistant. It will come from redesigning specific workflows around better decisions, cleaner evidence and clear ownership. #EnterpriseAI #AIstrategy
For enterprise agents, trace decisions across the whole chain: instruction, retrieved evidence, tool call, approval and outcome. That record makes failures diagnosable and accountability practical. #AIagents #EnterpriseAI
November 4, 2026 at 10:51 AM
For enterprise agents, trace decisions across the whole chain: instruction, retrieved evidence, tool call, approval and outcome. That record makes failures diagnosable and accountability practical. #AIagents #EnterpriseAI
When an AI agent takes several steps, make each handoff clear: what it did, what evidence it used, and what it needs a person to decide. #AIagents #EnterpriseAI
November 4, 2026 at 6:24 PM
When an AI agent takes several steps, make each handoff clear: what it did, what evidence it used, and what it needs a person to decide. #AIagents #EnterpriseAI
A useful agent rollout has three modes: observe, recommend, then act within a narrow boundary. Move to the next mode only when evaluation shows the previous one is reliable. #EnterpriseAI
November 5, 2026 at 8:24 PM
A useful agent rollout has three modes: observe, recommend, then act within a narrow boundary. Move to the next mode only when evaluation shows the previous one is reliable. #EnterpriseAI
A practical agent pilot should track exception quality, not just completion rate. Measure how often it detects missing information, asks the right question and escalates before an irreversible step. #AI #EnterpriseAI
November 5, 2026 at 8:34 PM
A practical agent pilot should track exception quality, not just completion rate. Measure how often it detects missing information, asks the right question and escalates before an irreversible step. #AI #EnterpriseAI
An AI pilot should prove more than a polished demo. Track accuracy, time saved, escalation rates and user feedback in the real workflow before expanding access. #AI #ResponsibleAI #EnterpriseAI
November 2, 2026 at 5:51 PM
An AI pilot should prove more than a polished demo. Track accuracy, time saved, escalation rates and user feedback in the real workflow before expanding access. #AI #ResponsibleAI #EnterpriseAI
A benchmark score is a starting point, not an operating model. Before deployment, test how the system handles incomplete inputs, unusual cases, changing context and recovery after an error. #AItesting #EnterpriseAI
November 5, 2026 at 6:59 AM
A benchmark score is a starting point, not an operating model. Before deployment, test how the system handles incomplete inputs, unusual cases, changing context and recovery after an error. #AItesting #EnterpriseAI
Before comparing AI vendors, give each the same representative cases, including messy inputs and exceptions. Track how much correction people need, not just whether the answer looks good. #EnterpriseAI #AIQuality
November 4, 2026 at 6:22 PM
Before comparing AI vendors, give each the same representative cases, including messy inputs and exceptions. Track how much correction people need, not just whether the answer looks good. #EnterpriseAI #AIQuality
AI agents earn trust by handling the boring edge cases well: missing fields, conflicting records and interrupted tasks. Reliability is built in recovery paths, not just successful demos. #AIagents #EnterpriseAI
November 4, 2026 at 6:14 PM
AI agents earn trust by handling the boring edge cases well: missing fields, conflicting records and interrupted tasks. Reliability is built in recovery paths, not just successful demos. #AIagents #EnterpriseAI
Instrument an AI workflow like a service: record the request, evidence retrieved, action taken, exception reason and human override. Those events help teams diagnose quality drift without guessing. #EnterpriseAI #AIOperations
November 4, 2026 at 1:45 PM
Instrument an AI workflow like a service: record the request, evidence retrieved, action taken, exception reason and human override. Those events help teams diagnose quality drift without guessing. #EnterpriseAI #AIOperations
The best AI agent pilots are designed around exceptions, not demos. Track how often the agent handles routine work, when it escalates, and whether people can resolve the edge cases quickly. #EnterpriseAI
November 5, 2026 at 7:34 AM
The best AI agent pilots are designed around exceptions, not demos. Track how often the agent handles routine work, when it escalates, and whether people can resolve the edge cases quickly. #EnterpriseAI
The next AI advantage may come from workflow design, not model access. Domain knowledge, clear decisions and reliable feedback loops are what turn capable models into dependable services. #EnterpriseAI #Innovation
November 4, 2026 at 10:51 AM
The next AI advantage may come from workflow design, not model access. Domain knowledge, clear decisions and reliable feedback loops are what turn capable models into dependable services. #EnterpriseAI #Innovation
Before automating a workflow, write down four things: the expected outcome, the tools the agent may use, the evidence needed to confirm success, and when it must stop. #AIagents #EnterpriseAI
November 4, 2026 at 7:10 AM
Before automating a workflow, write down four things: the expected outcome, the tools the agent may use, the evidence needed to confirm success, and when it must stop. #AIagents #EnterpriseAI