Ground Truth — Why Kofa Exists

For a long time, I thought the hardest part of making important decisions was getting enough information.

This seemed obvious. Every serious organisation I encountered asked the same question before committing: what are we missing? They commissioned research, hired consultants, spoke with experts, reviewed data, challenged assumptions. Whether it was an investor allocating capital, a development organisation designing a programme, a government shaping policy, or a company trying to understand a market before making an important decision, the process looked remarkably similar. From the outside, it was hard to argue they weren't doing the work.

Yet I kept watching thoughtful organisations arrive at conclusions reality quietly refused to honour. The decisions weren't reckless, and they weren't uninformed. They were carefully researched — and they still didn't hold.

One programme stays with me. Months of community interviews, ninety pages of market sizing, focus groups, stakeholder workshops. Less than a year later, much of it had to be revisited. The factor that ultimately determined whether people participated had never appeared in any survey. It was a dispute between two community leaders — a falling out that predated the programme by more than a decade. Everyone in the village knew. Nobody in the research process had thought to ask.

What stayed with me wasn't the mistake. It was that the knowledge had existed the entire time. The people closest to the problem already understood it. The system simply wasn't built to hear them.

That forced a harder question. The organisations involved were intelligent, the researchers capable, the work thorough. If everyone following what we call best practice kept landing on the same blind spots, maybe the problem wasn't how much information had been collected. Maybe it was the kind of knowledge that could survive the journey.

Information survives the journey remarkably well. Reports, dashboards, spreadsheets — they all make it across. Judgement rarely does. Somewhere between the person who knows and the person who decides, something essential is almost always lost.

For years I thought the challenge was finding more information. I no longer believe that. The problem was never how much information existed. It was the kind of knowledge that could survive the journey.

The Problem Was Never Information

Nobody has to argue that modern organisations suffer from a lack of information.

If anything, the opposite is true. Every year we produce more reports, more dashboards, more surveys, more data than at any other point in history. Satellite imagery reaches places researchers cannot. Governments publish open datasets. AI can summarise thousands of pages in seconds. Entire industries exist to help organisations become better informed before making a decision. By almost every measure, information has become cheaper, faster, and more abundant.

And yet uncertainty has not disappeared. Investments still fail. Policies still produce unexpected outcomes. Products launch into markets that never respond. Development programmes discover too late that the assumptions they were built on did not survive contact with reality. It is not that nobody looked. Everyone looked, and they all looked at roughly the same things.

This is where information and judgement begin to separate.

Information compresses reality. Judgement reconstructs it. A report can tell you what a market looks like from a distance. Judgement tells you what it feels like from the inside — which means it can answer questions the report never could, because some of what determines outcomes was never going to appear in any instrument designed to collect information.

We became extraordinarily good at collecting information. We never became equally good at preserving judgement. So we built an entire infrastructure around the thing that travelled well, and gradually mistook the result for understanding.

The organisations that kept struggling weren't short of information. They had a judgement gap. The knowledge they needed often already existed — the question was whether it could survive the journey from the people who had earned it to the people who needed it.

That is a very different problem. And it changes where we should begin looking for answers.

Knowledge Already Exists

Once I began looking for judgement instead of information, something became difficult to ignore.

The knowledge organisations kept trying to produce was often already present. Just not where anyone thought to look: not inside reports, not inside databases, not inside strategy documents. It was inside people.

None of this knowledge feels remarkable to the people who hold it. It is simply what years of doing the work have taught them. Which is exactly why it is so easy to overlook.

We have become accustomed to treating expertise as something formal — qualifications, titles, publications, presentations. Those things matter. But some of the most valuable judgement is accumulated quietly, one decision at a time, until the person holding it no longer notices they know something others do not.

Ask them how they know, and the answer is often surprisingly ordinary.

"I've just seen it enough times." "That's usually how it goes." "People here don't really work that way." "Something about this doesn't feel right."

Those answers can sound informal. Sometimes they even sound unscientific. Yet they are often the beginning of the explanation everyone else eventually arrives at months later.

This is not intuition in the mystical sense. It is experience compressed by repetition — thousands of observations, hundreds of small corrections, years of watching reality refuse to behave the way models predicted. Eventually that accumulation becomes judgement: not opinion, not instinct, but something earned through proximity to the work itself, tested against reality until the line between theory and practice has almost disappeared.

That kind of knowledge exists in every sector, in almost every market, across almost every community. Almost everywhere decisions are later made about, there are already people who have spent years living with the consequences of those decisions. What they hold is not anecdote, and it is not the kind of contribution a stakeholder workshop collects and averages into a finding. It is ground truth.

And it rarely travels. It's not that the people who hold it refuse to share, and it's not that decision-makers don't want it. It's that nobody built reliable infrastructure for moving it. The knowledge exists, the need exists, the willingness exists on both sides. What has always been missing is the connection between them — structured, protected, built to preserve what makes the knowledge valuable instead of extracting something cheaper and calling it the same thing.

That gap is what everything else in this essay is about.

Why Good Judgement Doesn't Scale

Once you recognise where judgement lives, another question becomes unavoidable.

If this knowledge already exists, why do organisations struggle so consistently to access it? The obvious answer is that it is difficult to find the right people. Sometimes that is true. But it misses the deeper problem. Finding someone with relevant experience is often the easiest part. The harder part begins once you have found them.

Information scales almost effortlessly. A report can be copied a thousand times without changing. Judgement behaves differently. It is deeply tied to the person who earned it. It carries context that rarely survives compression. It depends on follow-up questions, examples, exceptions, disagreement, and the small clarifications that happen naturally inside a conversation but disappear once someone tries to summarise them. Ask an experienced practitioner a simple question and the answer is rarely simple: it depends, usually, not in that district, only if. Those qualifications are not uncertainty. They are the judgement. Remove them, and the answer becomes easier to communicate — but less true.

This is why organisations so often end up converting judgement into something else. Interview enough people, pull out the common themes, write the report, produce the recommendations. Sometimes that works. More often it produces something cleaner than reality: the rough edges go first, then the disagreements, then the local exceptions. What remains is easy to distribute and easy to quote — and surprisingly easy to misunderstand. That's not a failure of research. It's what happens when you ask information to carry something it was never designed to carry.

Good judgement does not become more valuable because it reaches more people. It becomes more valuable when it reaches the right people without losing what made it true. That requires more than access. It requires infrastructure: finding, verifying, protecting, capturing, preserving. Each of those is a separate problem, and the failure of any one of them produces the same result: knowledge that existed, briefly, in a room, and then was gone.

That is a much harder problem than finding the right person. And it is the one almost nobody has seriously tried to solve.

Conversations Are Not Decision Assets

One good conversation can change an important decision. Almost everyone who has spent time making decisions professionally has experienced that moment. A practitioner mentions something no report ever did. An assumption quietly falls apart. A decision changes. The conversation was worth having.

Then it ends.

What happens next is surprisingly predictable. Someone writes a few notes. Someone remembers the main points. A slide gets updated. Perhaps a recommendation changes. Months later someone asks: "Why did we decide this?" The answer is usually reconstructed from memory. Eventually even that disappears.

The problem is not the conversation. The conversation did exactly what it was supposed to do. The problem is that conversations were never designed to become organisational knowledge. They belong to the people who had them. Not the organisation that paid for them.

This is why organisations repeatedly pay to answer the same questions. People change roles. Teams reorganise. Consultants leave. Institutional memory slowly dissolves. The next project begins almost exactly where the last one started — not because the knowledge never existed, but because the organisation never kept it in a form that could survive.

None of this is complicated in principle. All of it requires infrastructure that almost nobody built — which is why the pattern repeats so reliably. The valuable conversation, the fading notes, the same question asked again a year later by a team that has no idea the answer was found before. Organisations could be accumulating judgement instead of buying the same version of it repeatedly. The possibility has always existed; what's been missing is a reliable way to preserve judgement without stripping away the context that made it valuable.

Why Nobody Built This Before

If the problem is so obvious, why has it persisted for so long?

It is a reasonable question. Organisations have spent decades improving how knowledge moves. Research firms got more sophisticated, expert networks got bigger, consultancies more specialised, platforms made finding people easier than ever, and AI made processing information dramatically faster. Yet none of that solved the problem we have been describing, because the problem was never simply moving information. It was moving judgement. And moving judgement requires conditions that almost never exist naturally — solving several problems at once, none of them optional, none of them cheap.

Each of these problems is difficult on its own. Together they become infrastructure. For years, organisations solved pieces of the problem: research improved information, expert networks improved discovery, consultancies improved synthesis, technology improved speed. Each solved something real. None solved the entire chain.

Because the missing piece was never another report. It was infrastructure capable of moving judgement without destroying what made it valuable. Only once that became clear did a different question emerge — not how to produce more knowledge, but how to build the conditions that allow existing judgement to move, survive, and compound. That question is where Kofa begins.

Why African Markets First

Nothing about this problem is unique to Africa.

Organisations everywhere struggle to move judgement. Every market has practitioners whose experience rarely reaches the people making important decisions. Every industry contains knowledge that disappears because nobody built a reliable way for it to travel. But some places make this problem impossible to ignore. Africa is one of them. It is not a shortage of information. There is so much reality that information alone cannot adequately describe.

The informal economy is often described as though it exists outside the real economy. That has never been my experience. It is part of the operating system. It shapes hiring, credit, procurement, trust, participation. Sometimes it determines outcomes more than the formal structures built around it. You cannot understand how decisions are actually made without understanding both systems together.

That is why practitioner judgement carries unusual weight here. African practitioners don't know more than anyone else. It's that proximity explains more. When reality changes faster than formal information can keep up, judgement becomes disproportionately valuable. Africa does not create this problem. It exposes it more clearly than almost anywhere else.

That makes it an unusually demanding place to build this kind of infrastructure. If it works here, it should work almost anywhere. The hard part was never writing the code — it was building conditions strong enough for judgement to move. The software is real; the conditions around it are what make it hold.

What Had To Be Built

The question was never how to create more knowledge. It already existed. The question was how to build conditions that let judgement move without losing what made it valuable.

It was not another research firm, another consultancy, another expert network, or another agency. What was missing was a software platform — one that could carry judgement faithfully and keep what it produced. That distinction matters more than it first appears, because it changes what you build and what you refuse to build.

I have watched enough engagements fall apart at the preparation stage to know that what happens before a conversation begins determines more than what happens during it. The practitioner who arrives without knowing why she is there gives a different conversation than one who has read the brief, understood the decision it will inform, and had time to think about which parts of her experience are actually relevant. The difference is not small. It is often the difference between a conversation that changes something and one that simply confirms what was already believed.

None of it assumes ordinary conditions. A coordinator ensures a practitioner without reliable power still joins the session, on a connection built for the kind that drops without warning, in whichever language carries her judgement most precisely — because infrastructure that only works when the electricity stays on was never really infrastructure at all.

We built Kofa.

What Kofa Is Not

People naturally try to understand new things by comparing them to familiar ones. Every comparison explains something. None explains the whole thing.

Each of those rows is a refusal as much as a claim. We do not produce the knowledge, because it already exists. We do not interpret it, because the practitioner's experience stays at the centre. We do not hide the work behind a service wall, because the engagement runs on software the organisation keeps — a pipeline, a prep room, a session record, and a decision asset that outlives the call.

The world already has enough systems for collecting information. Kofa exists because it has almost none for preserving judgement — and none at all for turning it into knowledge the organisation keeps.

Ground Truth

When I first started thinking about this problem, I believed organisations were struggling because they lacked information. That was the simplest explanation. It was also the wrong one.

The organisations I watched were not careless. They commissioned research, hired capable people, challenged their assumptions, followed what most of us would recognise as good practice. Yet the same blind spots kept appearing — not because the truth was unavailable, but because it never reached the room where the decision was being made. The people closest to the work already knew. The knowledge existed. The question was whether it could survive the journey.

Everything in this essay follows from that observation. Information matters, research matters, data matters, technology matters. None of them become less important. But they are not sufficient on their own, because some of the knowledge that determines outcomes cannot be separated from the people who earned it. It has to move differently.

Moving it differently requires conditions that rarely exist on their own. Trust has to be built into the system, not left to chance. Protection has to be in place before the conversation begins, not after. Coordination has to carry the judgement from start to finish instead of assuming it will survive unaided. And incentives have to reward honesty and respect experience — or the people who hold the knowledge quietly stop offering it. None of those conditions is optional. Together they become infrastructure.

For a long time we built systems that became extraordinarily good at collecting information. We became much less intentional about preserving judgement. That imbalance shaped how organisations learned, how markets were understood, and how important decisions were made. Kofa is one attempt to correct that imbalance. Not by replacing research, experts, or judgement with software, but by building the conditions that allow judgement to travel without becoming something else.

So that the loan officer in Accra, the cooperative leader in Lusaka, the health worker in Kigali, the procurement officer in Nairobi — and thousands of practitioners like them — can be one conversation away from the people making decisions that depend on what they know.

That is a much smaller ambition than changing how the world makes decisions. And, I think, a much more realistic one.

Because better decisions have never depended only on knowing more. They have depended on preserving the judgement that already exists. Ground truth has always existed. It was never waiting to be created. Only to survive the journey.

Kofa · Knowledge that lasts · Est. 2026

Ground truth has always existed.
It was never waiting to be created.
Only to survive the journey.

Aminu Rabiu

Founder, Kofa Insights Limited
Kofa turns conversations into knowledge your organisation keeps.