Synergy Work Intelligence™ · SWI
AI is one major driver of change, but not the only one. New digital tools, remote coordination, platform workflows, information overload and changing roles can all reshape what good work requires. SWI is being developed to find where work gets stuck across people, tools, workflows and organisational conditions — then support a practical response.
Development-stage product: SWI is the organisational product built on IQ Mindware's Cognitive Systems Intelligence method. The full eleven-pathway network is a roadmap; individual programmes and employer pilots require their own evidence, governance and release approval.
Effective human–AI work
AI can help people organise information, explore options and practise new methods. It can also create extra checking, unclear ownership or gaps in understanding. A pilot would examine both the opportunity and the work it creates.
Find which outputs need checking, whether sources are available and how much correction the task requires. Test a clearer review method, a better tool or a different division of work. Count checking time alongside any time saved.
Agree what AI may draft, suggest or carry out; who checks it; and who can accept, override or escalate. Use tools to broaden the options while keeping purpose, evidence judgement and final authority with people.
Try making an initial judgement before seeing an AI suggestion, using hints before full answers and explaining the result in your own words. Check later what people can still do independently, including when the tool is unavailable.
Better assisted output, retained understanding and independent skill are separate outcomes. None is assumed from greater AI use.
Start with the work, not a presumed weakness in the employee. The useful response could be training, clearer guidance, a tool change, workload adjustment or a conversation with a manager. The constraint may sit in the person, the tool, the workflow, the information environment, the social system — or the coupling between them. AI use is optional; the same approach also supports work without AI.
The SWI network
These are not eleven mandatory courses. They are different intervention paths the SWI Guide can consider after clarifying what the employee is trying to solve or develop. A useful response may also be a human conversation, specialist support, work redesign or no programme at all.
Make time, commitments and trade-offs visible. Practise stop, defer, reduce, renegotiate and seek-help decisions — while recognising when demands themselves need to change.
Protect relevant signals, reduce disruption and recover task context after an interruption. This workflow skill is useful on its own. Optional Synergy IQ Attention training can separately train attention control and test it on a different attention task.
Separate switching off and recovering from managing stress and worry. The route also asks whether workload, uncertainty or work conditions are the stressor that needs action.
Clarify responsibilities, incompatible instructions, decision rights and ownership. Practise conversations that turn ambiguity into explicit agreements.
Evaluate evidence, generate alternatives, check in proportion to risk and know when to stop or escalate. These decision skills have direct workflow value. The Synergy IQ Reasoning node, coming soon, would be evaluated separately as cognitive training.
Prepare a request for help, raise a concern and reach an appropriate human or formal review route. Training is never a prerequisite for reporting unsafe or unfair conditions.
Understand what is changing, what remains uncertain and what support is needed. Rehearse transition conversations and protect realistic learning time when tools or roles change.
Preserve context, sources, uncertainty, ownership and the next action when work moves between people, teams or AI systems.
Identify a feasible mastery or job-crafting goal while distinguishing personal development from structural barriers that require organisational change.
Learn, retain, update and use important knowledge or procedures through examples, retrieval, feedback and delayed application checks. Synergy IQ memory and Knowledge Access training are coming soon and would be considered separately when that cognitive capacity is the target.
Practise listening, perspective-checking, clear requests and feedback, negotiation, constructive disagreement and repair — without assuming every conflict is a personal skills deficit.
Two levels of value
An employee does not need the whole network to benefit. One route can help with one clear work problem. The network matters when an organisation wants to test whether several gains work together and support more flexible problem solving.
A route may help someone recover after an interruption, check evidence, remember a procedure or handle a difficult conversation. We test the skill in the kind of work it is meant to improve.
Some routes can include a separate Synergy IQ node for attention, working memory or reasoning. A useful gain should carry to a different task that uses the same capacity. This is called near or construct transfer.
Synergy IQ's longer-term hypothesis is that several trained capacities may work together to improve fluid problem solving, or Gf: adapting when a problem is new and the answer is not already known. The design aim of Synergy IQ is to increase general intelligence, with mutualism motivating the idea that capacities can support one another’s development. SWI can also explore how AI use supports or displaces that learning. Independent reasoning, assisted output and workplace outcomes need separate measures; IQ gains are not assumed.
This broader effect must be measured. It is not assumed from finishing a route or getting better at a training game.
Keep the levels separate: SWI's eleven routes are broader than cognitive training. They also address workload, roles, support and working conditions. Sometimes changing the work is more useful than training the person.
The central node
The SWI Guide is in development and would provide a consistent entry point when somebody says “this work is difficult”, “I need to develop this skill”, or “something about this system is not working”. Its job is to clarify and route, not diagnose a person or force the only available programme.
What is difficult, changing or worth developing? The employee can skip, correct or stop.
Keep competing explanations open: person-level method, interaction pattern, work conditions, AI arrangement or a mixture.
Offer a small set of appropriate options: an SWI pathway, human support, specialist/formal help, organisational action or no change.
Follow up on usefulness, barriers and outcomes, then continue, adapt, stop, refer or change the work.
The method under SWI
Cognitive Systems Intelligence remains the reasoning method underneath the product. Before selecting an intervention, SWI asks where the operative constraint is most plausibly located.
Important: the same symptom — delay, rework, strain, disengagement or conflict — can arise from different causes. Employee confirmation is valuable evidence about experience, but it is not automatic proof of a cause.
Does the person or team have the required skill, method or cognitive capability under this level of demand?
Does a useful strategy exist but fail to be cued, recovered, supported or updated when the work requires it?
Are workload, information, incentives, authority, learning design or AI configuration creating the difficulty?
Are several constraints interacting — or is the evidence not yet strong enough to separate them?
The Synergy hypothesis
SWI links workflow skills with working conditions. Synergy IQ is the narrower cognitive-training network. They can work together, but they are not the same claim.
SWI's organisational network asks whether changes in skills, roles and working conditions make other improvements easier to learn and use. Synergy IQ's cognitive network separately tests whether trained cognitive capacities combine to support fluid problem solving. Both are testable hypotheses, not promises.
We use organisational intelligence to mean an organisation's ability to notice what is blocking effective work, choose a suitable response, learn from the result and improve both human capability and the work itself.
A two-sided system
SWI is designed so the employee can receive private support while the organisation can still learn where recurring conditions need attention. Personal support data and organisational learning are different purposes and should remain visibly separated.
Start bounded
The current development plan is to build and evaluate one or two complete programmes — normally Workload Balance and Focus under Interruption — plus the controlled SWI Guide, employer support routes, follow-up and a genuine organisational action review.
A pilot could start with a recurring issue such as excessive checking of AI-generated reports. Agree a baseline, try a change in review practice or workflow, then assess quality, total time, employee understanding and organisational barriers. The pilot would also test whether people understand and trust the service and what it costs to support.
If a pilot includes a Synergy IQ cognitive node, its construct-transfer test stays separate from the workflow outcome. Any claim about broader fluid problem solving needs its own independent measure.
The full network is the architecture. Release status stays honest: unfinished pathways route to reviewed resources or people rather than pretending the entire suite is already live.