AI AGENTS POWERED BY YOUR BUSINESS EXPERTISE

WHAT YOUR BUSINESS
KNOWS CAN DO
SO MUCH MORE
FOR IT.

We turn your business knowledge into AI agents that consult internal sources, support decisions and carry out authorised tasks — with your organisation in control.

THE ANSWER IS THERE. BUT IT DOESN'T ALWAYS ARRIVE IN TIME.

Data lives in systems, rules in documents and experience in people. Bringing it all together at the right moment still takes work.

SCATTERED INFORMATION
OPERATIONS / REAL SCENARIOSWORK THAT NEEDS CONTEXT
WHERE WORK GETS STUCK
ANALYST ·

“I need to send a report and reply by email. Where do I find the data, policies and approved sales messaging?”

MANAGER ·

“How is delivery progressing? I need to organise tasks and give feedback without losing the team's context.”

Tasks, deadlines and feedback without a single view.
CUSTOMER ·

“I have a question and need an update. Who can help me outside business hours?”

The information exists, but the response doesn't arrive when it's needed.
THE KNOWLEDGE YOU ALREADY HAVE
DATAPROCEDURESPOLICIESDECISIONSEXPERIENCE
AGENT
The information is there. What's missing is a connection to the people who need to act.
THE TURNING POINT

What takes searching and waiting today
could become answers and action.

FROM EXPERIENCE TO EXECUTION. WITH YOUR BUSINESS IN CONTROL.

We organise documents, policies, decisions and real cases into a reliable knowledge base. From there, we build an agent with defined skills, tools and permissions to work within your business context.

EXPLORE HOW IT WORKS
Select a dimension to see what shapes the agent.

WE DON'T START WITH AN AGENT. WE START WITH WHAT MATTERS.

01 / 05 · FIND THE RIGHT PROBLEM TO SOLVE

DISCOVER.

First, we find where AI can make a meaningful difference to your operations.

We listen to the people doing the work, study real workflows and decisions, and select opportunities with business value. That way, the first agent has a clearly defined problem to solve.

DELIVERABLE / 01Map of opportunities and priority skillsUse cases, owners and prioritised capabilities.
● ● ●MAPPING / OPPORTUNITIESWORKSPACE 01
01 / DISCOVERYWhere does the business lose time or context?

From conversations to the first use cases.

INTERVIEWS ↗
REAL WORKFLOWS ↗
SKILLS ✳
01Prepare reports using internal sourcesMAPPED
02Guide responses using current policiesMAPPED
MAP CREATEDskills_map.md ↗
02 / 05 · ORGANISE BUSINESS KNOWLEDGE

STRUCTURE.

Team expertise becomes accessible through sources, criteria and rules.

We organise policies, procedures, examples and exceptions into a company-owned, reviewable knowledge base. We also define the agent's identity, boundaries and operating rules.

DELIVERABLE / 02Company-owned Markdown knowledge baseEditable, version-controlled .md files that your business can review.
● ● ●KNOWLEDGE / AGENTCONTEXT EDITOR
▾ SPECIALIST-AGENT
◇ identity.md
◇ criteria.md
◇ cases_and_exceptions.md
◇ governance.md
cases_and_exceptions.md# Cases and exceptions

## Case 014 — Sales request

Context: a customer asks for non-standard terms.
Criterion: check the policy and approved messaging.
Boundary: refer unauthorised exceptions to the responsible person.
✓ source linked   ✓ human review
CLIENT DELIVERABLEOwned · editable · version-controlled
03 / 05 · PUT INTELLIGENCE TO WORK

BUILD.

Organised knowledge becomes a working tool for your team.

We configure the agent, its skills and the required integrations. We build the interface — chat or system connection — and define what it can consult, suggest or execute.

DELIVERABLE / 03Working agent in a controlled environmentInterface, sources, integrations and permissions configured.
● ● ●AGENT / WORKSPACEPILOT VERSION
ACTIVE INSTANCE✳SPECIALIST AGENTKNOWLEDGE + SKILLS
▧ MEMORYPolicies / cases
⌘ TOOLSAPIs / systems
◎ GOVERNANCEAccess / approvals
CHAT / TEST ENVIRONMENT

How should I respond to this sales request?

✳ I'll check the current policy and draft a response using the approved terms.
READY TO TESTInterface · integrations · permissions
04 / 05 · TRUST REQUIRES TESTING

VALIDATE.

Before extending its use, we put each capability to the test.

We test real situations and difficult cases alongside your specialists. Repeatable evaluations — evals — help check response quality, use of sources and compliance with defined boundaries.

DELIVERABLE / 04Evaluation suite and acceptance criteriaTest scenarios, criteria, outcomes and areas for improvement.
● ● ●QUALITY LAB / EVALSEXAMPLE
VALIDATION DASHBOARDQuality measured. Boundaries respected.
COVERAGECASESreference scenarios
REVIEWHUMANapproved criteria
DECISIONITERATEbefore release
CASECRITERIONSTATUS
Internal reportCorrect data and sources✓ Reviewed
Request outside policyRequest approval✓ Reviewed
ARTEFACT CREATEDevals/acceptance_criteria.md
05 / 05 · IMPROVE WITH YOUR BUSINESS

EVOLVE.

A successful pilot can become a lasting capability.

We gather feedback, review outcomes and plan new versions. Sources, skills and integrations can evolve with business needs and agreed approval criteria.

DELIVERABLE / 05Agent development and management planPriorities, releases, owners and regular evaluations.
● ● ●MANAGEMENT / AGENT ROADMAPCONTINUOUS CYCLE
FROM PILOT TO OPERATION

Learn from use.
Improve with evidence.

01INITIAL VERSIONPriority sources and cases
02FEEDBACK + EVALSTest-led improvements
03EXTENDED CAPABILITYNewly approved tasks
OBSERVE↗EVALUATE↗UPDATE↗MEASURE
CONTROLLED EVOLUTIONRoadmap + management + version history
01 / 05

TEAMS ARE CHANGING. AND MANAGEMENT MUST EVOLVE TOO.

The future of work may bring together human-only teams, hybrid teams and agent-led operations. Managers will coordinate people and digital capabilities, setting objectives, allocating responsibilities and monitoring outcomes.

STRATEGYBUSINESS LEADERSHIPVision · objectives · accountability
HUMAN LEADERSHIPOPERATIONS MANAGERPeople · processes · delivery
HUMAN LEADERSHIPBUSINESS ADMINISTRATION MANAGERWorkflows · controls · quality
MODEL 01 / HUMAN
●●●
HUMAN TEAMSJudgement · collaboration · relationships

People lead work that calls for judgement and human relationships.

MODEL 02 / HYBRID
●●✳
PEOPLE + AGENTSCollaboration · execution · oversight

People and agents share tasks with clear objectives and oversight.

MODEL 03 / DIGITAL
✳✳✳
AGENT TEAMSAuthorised workflows · metrics · oversight

Agents carry out defined tasks, monitored by human managers.

ILLUSTRATIVE ORG CHART · PEOPLE AND AGENTS UNDER HUMAN LEADERSHIP

AS TEAMS EVOLVE, MANAGEMENT MUST EVOLVE WITH THEM.

Alongside leading people, managers will direct agents: defining what they can do, monitoring delivery, correcting failures and developing their capabilities. Accountability stays with the business.

GREATER AUTONOMY DEMANDS CLEARER RULES, NOT LESS MANAGEMENT.
01 / DIRECTIONObjectives and accountability

Define each agent's role, expected outcomes, accountable owners and when human approval is required.

02 / QUALITYPerformance and oversight

Track outcomes, test work against real cases and correct failures before expanding scope.

03 / EVOLUTIONCapabilities that evolve

Update sources, review skills and release new versions as team needs evolve.

04 / SECURITY + AUTONOMYAccess and operating limits

Control data, tools and permissions, with autonomy proportionate to risks and applicable obligations.

PRIVACY, CONTROL AND CONTINUITYYour knowledge belongs to your business. So does accountability.

Your business decides which sources agents can consult, which actions they can take and when they must seek approval. It also controls data protection and the choice of models and providers.

LESS TIME SEARCHING.
MORE CAPACITY TO DELIVER.

01 The right information, available when work happens.

02 Reports, responses and routines with less manual effort.

03 Managers gain clearer visibility of delivery, quality and exceptions.

04 Expertise organised so people and agents can work and evolve together.

Results depend on the use case, integrations and validation within each project. Data protection and compliance with applicable laws, including Brazil's LGPD and, where relevant, the UK GDPR, require technical, contractual and organisational measures; zero risk cannot be guaranteed.

AI NEVER STOPS EVOLVING. NEITHER SHOULD YOUR STRATEGY.

BEFORE ADOPTING MORE AI, FIND OUT WHERE YOUR BUSINESS STANDS.

New models and tools emerge all the time. But keeping up with every launch is not the same as being ready to use them well.

The starting point is understanding how your team uses AI today, where a clear method is missing and which opportunities deserve priority.

Your next move should begin with an assessment, not a guess.
INTERACTIVE AI MATURITY ASSESSMENT
FROM AD HOC USETO AI-ENABLED OPERATIONS
01USE AI
02STANDARDISE
03STRUCTURE
04OPERATE
05MANAGE

HOW MATURE IS YOUR BUSINESS IN USING AI?

Find out where you stand, identify the main bottlenecks and explore practical next steps.

DISCOVER MY MATURITY LEVEL ↗ 12 questions · 5–7 minutes · instant results · no sign-up

THE TECHNOLOGY
MAY BE THE SAME.
YOUR BUSINESS'S
EXPERIENCE ISN'T.

Let's apply that difference to a real challenge: choose an opportunity, test an initial agent and assess the value it delivers before expanding.

I'd like to explore a pilot ↗