Simplify the workflow before you automate it
Map the handoffs, the information, the exceptions, and the decisions, and remove steps that do not need to exist before you place an AI step in the work.
AI and software delivery
Cut spreadsheets and retyping out of a daily workflow.
Map the handoffs first, then connect the systems you already use, configure a better fit, or build an application for one operational need, and add a defined AI step when the process calls for one.
The workflow in front of you
Where is the work harder than it needs to be?
Spreadsheets, duplicate entry, and disconnected systems often hide a workflow problem, so understand the work and then choose the smallest useful fix.
Talk through this workflowConnect what you already run
Configure an existing tool, join information across systems, or add one focused capability without replacing the systems that already work.
Build for a need nothing else can hold
Develop a purpose-built application when the need calls for it, and define how it will be tested, adopted, operated, and maintained.
When a step needs software
Build the AI step into the system that holds the work.
Employee enablement and process redesign stay with a fractional CAIO, and this work starts once a step is decided and needs an integration, a workflow screen, or an application that calls an assistant, an agent, or an automation.
The model can be a frontier model (Anthropic Claude, OpenAI ChatGPT, or xAI Grok) or Microsoft Copilot (Chat, Cowork, or an agent built in Copilot Studio). It can also be an open-weight model in an environment you control when the value and the risk line up.
The platform and the data rules are agreed before the build, with a fractional CISO when the data is sensitive and a fractional CIO when the change is part of a larger system decision.
A step a person still approves
Configure the system people already use so a defined step drafts, checks, or routes work, and a person still approves the result.
An integration that sends only approved fields
Pass only the fields the task needs to the platform you selected, and keep the rest in the system of record.
An application when no current system fits
Build the screen or service when nothing you run can hold the step, and include testing, adoption, operation, and maintenance in the scope.
What you leave with
Leave with a workflow the operation can run.
An assistant, an agent, or an automation is included when that workflow has a defined step for it.
The work can be configuration, an integration, a custom application, or a clear set of requirements for the provider you already have.
What the work can include
- A shared understanding of the workflow and its requirements
- A decision to configure, integrate, buy, or build
- Acceptance criteria tied to the business need
- A delivery and handoff plan with clear responsibilities
When the job needs software
Software for a specific operational job.
TacitTalks and Apollo Scheduler show the hands-on development side of the practice: applications built around specific operational needs.
A custom build is one option. The right answer may be a better process, a configured tool, or clearer requirements for your existing provider.
TacitTalks
Keep valuable know-how in the business.
Capture expert knowledge, make it easier to share, and help colleagues learn the judgment behind the work. TacitTalks supports knowledge transfer and organizational continuity across roles.
The work starts with the people who know: what to capture, which questions to ask, and what another person needs to understand.Visit TacitTalks
Apollo Scheduler
See the schedule and the material it needs.
Manufacturing scheduling, order visibility, steel coil and raw-material needs, and remaining-work tracking, brought into the same operational view.
Focused on the planning and visibility problem. A scheduling tool does not need to replace every manufacturing system to be useful.Common questions
Questions owners ask about a software build.
When does a workflow need software instead of a Copilot or ChatGPT prompt?
Configure, integrate, or build when the step has to live in a system of record, move data between applications, give people a screen they use every day, or run with set inputs, permissions, and a stored outcome. Use a prompt or Microsoft 365 Copilot Chat when a person can finish the task in the assistant and check the result.
Can a custom application use Copilot, a frontier model, or an open-weight model?
Yes, the application calls the platform selected for that job. That platform can be Microsoft Copilot, a frontier model such as Anthropic Claude, OpenAI ChatGPT, or xAI Grok, or an open-weight model in an environment you control when the value and the risk line up. The platform and the acceptable-use rules are agreed before the build, with governance and security included under fractional CAIO leadership and fractional CISO review when the data is sensitive.
Who should own the decision to configure, integrate, or build?
A fractional CIO fits when the workflow change is also a system or spending decision. A fractional CAIO fits when the open question is whether an assistant, an agent, or an automation belongs in the step. AI enablement fits when people need to use an approved assistant and the process itself does not need to change.
Which workflow is harder than it should be?
Start with the handoffs, the retyping, or the system that does not hold the step.