Focused assistance
Support well-defined analytical and operational tasks with clear expectations about what the system can do.
CONTROLLED INTELLIGENT WORKFLOWS
AI Data Agents
Put AI to work on trusted data.
Design focused AI assistants and agents that support analysis, data investigation, and repetitive workflows within clear access, evaluation, and human-review boundaries.
THE OPPORTUNITY
Move from an AI demonstration to an accountable workflow.
AI becomes useful when it has a well-defined task, reliable context, and appropriate limits. A general chatbot connected to business data does not automatically provide dependable analysis or safe automation. GKAICORE helps organizations identify focused use cases and design the data access, tool interactions, evaluation, and operating procedures needed to support them.
We begin with the workflow and its consequences, then determine whether an assistant, a structured automation, or a bounded agent is appropriate. Initial deployments can be read-only, with actions and additional permissions introduced only where justified. Human review remains explicit for consequential decisions, and the implementation is evaluated against representative tasks before broader use.
Reviewable behavior
Make data sources, tool interactions, and human approvals visible enough to investigate outcomes.
Controlled adoption
Expand from a measured pilot using evidence, permission boundaries, and an agreed change process.
SERVICE CAPABILITIES
Built around the complete operating requirement.
A focused set of capabilities, tailored to your sources, systems, and business priorities.
Use-case & workflow design
Define the task, expected output, users, escalation conditions, and acceptable failure behavior. Identify where conventional automation is sufficient and where language-based reasoning adds practical value.
Context & retrieval foundations
Prepare approved data sources, documentation, and retrieval patterns. Preserve metadata and source references so users can understand the information behind an answer and identify outdated or incomplete context.
Controlled tools & permissions
Limit the agent to approved data and tools using the surrounding application's authorization model. Separate read access from write actions, validate tool inputs, and establish confirmation requirements where appropriate.
Agent orchestration
Build bounded workflows with explicit steps, time limits, retries, and stopping conditions. Define when the system should ask for clarification, return insufficient evidence, or hand the task to a person.
Evaluation & output validation
Create representative evaluation cases and review accuracy, grounding, task completion, and failure modes. Use structured validation for outputs where possible and track regressions when prompts, tools, or models change.
Observability & human oversight
Record relevant workflow events, tool activity, and review decisions within agreed data-handling rules. Monitor cost and latency, and provide operators with an escalation path and a controlled release process.
WHERE IT FITS
Practical applications for your business.
Data investigation assistants
Help authorized users explore dataset definitions, investigate quality failures, and prepare evidence for technical review.
Internal knowledge & analytical support
Retrieve approved documentation and explain business metrics or datasets with references to the supporting sources.
Administrative workflow assistance
Prepare summaries, classify requests, or assemble proposed actions for human approval within a defined operational process.
OUR DELIVERY APPROACH
A clear path from requirements to operation.
Scope the task
Agree the workflow, user permissions, consequences of errors, and measurable evaluation criteria.
Prepare data & tools
Establish approved sources, access controls, retrieval, tool contracts, and review checkpoints.
Build & evaluate
Test representative tasks, adversarial inputs, unsupported questions, and operational failure scenarios.
Pilot & improve
Release to a defined audience, review outcomes, and expand only after the agreed acceptance criteria are met.
WHAT YOU RECEIVE
A solution your team can understand and operate.
Deliverables are confirmed in the engagement scope and reviewed against agreed acceptance criteria.
- Use-case specification and workflow design
- Approved data and tool integration
- Agent or assistant implementation
- Evaluation dataset and findings
- Permission and human-review configuration
- Monitoring, handover, and release documentation
COMMON QUESTIONS
Before we get started.
Can an agent query our internal data?
Yes, when suitable interfaces and authorization controls are in place. We define which sources and operations are permitted and how user identity is enforced. A read-only pilot is often an appropriate starting point for analytical use cases.
How do you reduce incorrect or unsupported answers?
We use relevant approved context, bounded tools, source references, structured checks, and representative evaluations. The workflow should identify insufficient evidence rather than invent an answer. These measures reduce risk but do not eliminate the need for review where an error could have a meaningful impact.
Will our data be used to train a model?
Data handling depends on the selected provider, deployment configuration, and contractual terms. We review those requirements during design and align the implementation with the approved arrangement. No blanket training or retention assumption is made across all providers.
Can the agent take actions automatically?
Where appropriate, narrowly scoped actions can be automated with authorization, validation, and monitoring. Consequential or irreversible actions should have explicit review controls. The allowed actions and approval points are agreed as part of the workflow design.
CONNECTED CAPABILITIES
Build on the next part of your data journey.
LET'S DEFINE THE NEXT STEP
Start a Conversation Start with one useful, measurable AI workflow.
Tell us which investigation or repetitive task slows your team down. We will help evaluate a controlled path to automation.