Step 1
Methodology capture
Define your frameworks, process stages, and quality criteria through guided prompts or document import.
AI that follows your methodology, not just instructions
Team context encodes your playbooks, qualification frameworks, deliverable standards, and escalation rules. Agents produce work that matches how your team operates — not generic best practices.
Generic AI ignores how your team actually works
Your team has spent years developing frameworks, processes, and quality standards. Generic AI knows none of it. It produces output based on internet averages, not your methodology.
Junior team members get AI output that looks helpful but violates internal standards. Senior members waste time correcting AI drafts to match the team's way of working.
The more specialized your methodology, the bigger the gap between generic AI output and what your team actually needs.
What team context captures
Team context sits between the company layer and the individual. It encodes how a specific team or practice area operates within the organization.
This includes delivery methodology and frameworks, qualification criteria and scoring rubrics, document templates and structure expectations, escalation rules and approval workflows, team-specific terminology that extends company conventions, and quality standards that define what "done" means for your group.
Multiple teams can maintain independent context — your consulting practice operates differently from your sales team, and agents respect that.
How team context gets built
Step 2
Template mapping
Upload deliverable templates and define structure expectations. Agents learn your document anatomy, not just content patterns.
Step 3
Standards calibration
Review sample agent output against your quality bar. Approve or adjust until agents consistently meet your team's definition of quality.
Step 4
Living updates
As methodology evolves, update team context once. Every agent across the team inherits the change immediately.
What lives in team context
Delivery methodology
Frameworks, phases, and process flows that define how your team approaches engagements from kickoff to close.
Qualification frameworks
Scoring rubrics, assessment criteria, and decision matrices that agents apply when evaluating opportunities or risks.
Deliverable templates
Structure, sections, and formatting expectations for every document type your team produces — proposals, reports, reviews.
Quality standards
Minimum requirements, review checklists, and acceptance criteria that define what meets your team's bar before delivery.
Escalation rules
When to flag for human review, what requires partner approval, and which topics agents should not handle autonomously.
Team objectives
Current quarter priorities, focus areas, and strategic themes that subtly steer agent recommendations and emphasis.
How agents use team context
When an agent runs within a team scope, it merges company context with team-specific methodology. A proposal agent doesn't just write in your brand voice — it follows your team's proposal framework, uses your qualification criteria, and structures the document like your templates.
The practical difference: a new team member using Sempleo agents produces output that matches the quality and structure of a five-year veteran, because the agents carry the team's institutional knowledge.
For teams managing multiple methodologies or practice areas, each team context is independent. Your strategy practice and your operations practice get agents that work the way they work — not a lowest-common-denominator blend.
See team context in action
Proposal Writing
See how methodology-aligned agents produce framework-compliant proposals.
Document Review
Watch quality standards drive automated review against your team's criteria.
See how your methodology translates to agent output
Book a demo and we will configure team context with your actual frameworks and standards.