Practical thinking for the people who run businesses and the people who build their systems. Follow a decision from the source records to the calculation, the uncertainty and the next useful action.
Browse by interestPublished guides · Draft material is labelled separately
BUSINESS SYSTEMS & AI
A won opportunity is not yet an authorized project, a staffed delivery plan or an invoice. This guide follows that handoff through a fictional service business, showing what to connect, where AI can help and which decisions should remain explicit.
Read the guideAI AGENTS & BUSINESS SYSTEMS
An agent can retrieve a record, use a tool and propose a next step. The business question is whether it can do the agreed work with reliable evidence and the right permissions. Here is how to assess that today while keeping emerging superintelligence terminology in perspective.
Read the guideENGINEERING WALKTHROUGH
“Why did operating costs rise?” needs more than a convincing answer. This walkthrough follows our Company AI Brain example through source records, exact calculations, exception rules and the questions that remain unanswered.
Read the guideAI & BUSINESS SYSTEMS
Start with one recurring decision, a usable sample and an agreed definition of success. A smaller pilot can reveal more than an ambitious demo with no clear test.
Read the guideAI EXPLAINED
Browser AI runs a downloaded language model on your team’s devices. This on-device AI uses local hardware; cloud AI uses hosted infrastructure. Choose by the task, target devices and where data may go.
Read the guideStart with a system, a decision or a research question. These topics connect definitions to practical examples and further reading.
Customer relationship management organizes prospect and customer interactions, opportunities and service work. Integration connects those records to the systems that fulfil and bill the work.
A useful question When a deal is won, how does the approved customer record reach delivery and finance?
Human resource management is a management function. HR information systems (HRIS) support employee records and administration; product boundaries vary. A workflow should request only the people data needed for its task.
A useful question Can operations confirm an authorized project owner without exposing payroll or private HR records?
Enterprise resource planning connects business processes such as finance, procurement and inventory. Agree which system owns each field, how records match, and how exceptions are reconciled.
A useful question How do we create one authorized order or project when messages arrive twice or systems disagree?
GTC uses Company AI Brain for a scoped system connecting permitted records, calculations and reviewable workflows. It is a delivery concept, not a claim that one model knows the whole company.
A useful question Can the reviewer trace a finding to current records and see what evidence is missing?
An AI system includes its data, software, users and operating controls. Choosing a model is one decision within a larger process of defining, testing, deploying and maintaining useful work.
A useful question What evidence would justify moving this pilot into a real workflow?
A fixed workflow follows predefined steps; an agent can choose steps and tools within an allowed task. Useful autonomy still needs explicit permissions, stopping conditions and outcome checks.
A useful question Which decisions need model flexibility, and which should remain exact rules or human approvals?
Here SI means superintelligence. We treat it as a research and readiness topic, separating published ambitions from demonstrated capabilities. A group of agents is not proof of superhuman performance.
A useful question What was actually demonstrated, on which tasks, and which safety or capability claims remain untested?
Useful technical writing makes its evidence inspectable. These guides explain our methods and examples; they do not stand in for independently measured client results.
Our practical guides define the workflow, acceptance criteria and human responsibilities before choosing a tool.
Walkthroughs expose the inputs, calculations, failure cases and limits. Interactive companions let you inspect the same example.
We label synthetic examples and cite outside sources where used. Research notes distinguish published findings, our interpretation and what we have actually tested.
Send the article title, passage and supporting evidence to info@garrichtorresconsultants.com. We assess corrections against their sources and identify substantive updates with a review date.
Bring the workflow, the constraint or the decision. We can help turn it into a clear scope.