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How to ThinkIn the Age of AI

Organizational meaning-making

~5 min read

Core Primitive

Creating shared meaning about the organization's purpose and direction.

Organizations do not operate on facts alone — they operate on interpretations. The same event (a competitor's product launch, a customer complaint, a revenue decline) means different things to different people depending on the interpretive framework they apply. Organizational meaning-making is the collective process of constructing shared interpretations — agreeing on what events mean, what they imply, and what response they warrant. In self-directing organizations, meaning-making is especially critical: without a manager to tell people what events mean, the organization must collectively construct meaning through shared sensemaking practices.

The sensemaking imperative

Karl Weick, the foundational theorist of organizational sensemaking, made a counterintuitive argument: organizations do not first perceive reality and then decide how to respond. Instead, they enact reality — they actively construct the meaning of events through the interpretive processes they apply. The same data — a 10% revenue decline — becomes a crisis or an opportunity depending on the sensemaking process: the questions asked, the frameworks applied, the perspectives consulted, and the narratives constructed (Weick, 1995).

This insight is especially important for self-directing organizations. In hierarchical organizations, meaning is supplied from the top: the CEO interprets market signals, the VP interprets operational data, the manager interprets team dynamics. Each level of hierarchy provides an interpretive layer that tells the people below what events mean and what to do about them. Remove the hierarchy, and you remove the interpretive infrastructure — leaving distributed decision-makers with data but no shared framework for understanding what the data means.

Organizational meaning-making replaces the hierarchical interpretive infrastructure with a distributed one: shared practices, frameworks, and rituals that enable collective interpretation without centralized direction.

How meaning is made

Meaning-making operates through three cognitive processes that function at both individual and organizational levels.

Noticing

What gets noticed determines what gets interpreted. Organizations are surrounded by an overwhelming volume of signals — customer behaviors, market movements, internal metrics, competitive actions, technological developments, regulatory changes. No organization can attend to all signals simultaneously. What gets noticed depends on the organization's attention structures: what it measures, what it discusses, what its feedback systems highlight, and what its members consider important.

The attention structure is a powerful but often invisible filter. An organization that measures revenue but not customer satisfaction notices revenue signals and misses satisfaction signals. An organization that discusses competitive threats but not internal capability notices external threats and misses internal opportunities. Designing the attention structure — deciding what to measure, discuss, and monitor — is the first act of organizational meaning-making.

Interpreting

Once an event is noticed, it must be interpreted — placed within a framework that gives it meaning. The same sales decline can be interpreted as a market contraction (external cause, wait it out), a competitive loss (external cause, fight back), a product problem (internal cause, fix the product), or a sales execution issue (internal cause, improve sales). The interpretation determines the response, so the quality of the interpretation determines the quality of the response.

Organizational interpretation is most effective when it integrates diverse perspectives. The sales team interprets through a competitive lens. The product team interprets through a capability lens. The customer success team interprets through a relationship lens. The finance team interprets through an economic lens. Each perspective reveals aspects of the event that other perspectives miss. Collective interpretation that integrates these perspectives produces richer, more accurate meaning than any single perspective.

Narrating

Meaning solidifies through narrative — the stories the organization tells itself about what happened, why it happened, and what it means. Narratives are the vehicles through which interpretations are communicated, shared, and remembered. A compelling narrative about a customer loss ("We lost Acme because we focused on features instead of reliability — we need to shift our investment to infrastructure quality") can align an entire organization around a shared understanding and a coordinated response.

The narrative function is powerful and dangerous. A good narrative organizes complex reality into an actionable story. A bad narrative oversimplifies complex reality into a misleading story. The challenge is constructing narratives that are true enough to guide action without being so simplified that they distort the reality they represent.

Sensemaking practices

Three organizational practices build collective sensemaking capability.

Structured sensemaking sessions

Dedicated time for collective interpretation — not decision-making meetings (which assume the situation is understood) but sensemaking sessions (which focus on understanding the situation before deciding). The protocol involves: data gathering (what do we observe?), diverse interpretation (what could this mean?), integration (what interpretation best accounts for all the data?), and implication assessment (what does this interpretation suggest we should do?).

Narrative discipline

The organization explicitly constructs, tests, and revises its narratives. Rather than allowing narratives to emerge informally and propagate without examination, narrative discipline means: stating the current narrative explicitly ("Our story about this situation is..."), testing it against evidence ("Does this narrative account for all the data we have?"), seeking disconfirming evidence ("What data would contradict this narrative?"), and revising when necessary ("Our narrative needs to change because...").

Perspective diversity

The organization deliberately includes diverse perspectives in its sensemaking processes — different functions, different levels, different tenures, different backgrounds. Homogeneous sensemaking produces narrow interpretation; diverse sensemaking produces rich interpretation. The practice includes actively soliciting perspectives from people who see things differently and creating safety for dissenting interpretations.

Meaning-making during disruption

Meaning-making is most critical — and most difficult — during periods of disruption and uncertainty. When the environment changes rapidly, existing interpretive frameworks may no longer apply. The organization must construct new meaning in real time, without the luxury of extended analysis.

Weick's study of the Mann Gulch disaster — a 1949 wildfire that killed thirteen smokejumpers — demonstrated that organizational collapse occurs when meaning breaks down: when the situation becomes so unprecedented that existing frameworks cannot interpret it, and the organization has no mechanism for constructing new meaning in real time. The smokejumpers' training provided meaning for normal fire behavior but not for the explosive blowup they encountered. When meaning broke down, coordination collapsed (Weick, 1993).

The lesson for organizations is that sensemaking infrastructure must be built before the disruption occurs. During a crisis, there is no time to develop sensemaking practices — they must already exist. The same sensemaking rituals that interpret routine events (monthly revenue trends, quarterly market shifts) build the organizational muscle that processes disruptive events (market collapses, technological disruptions, global crises).

The Third Brain

Your AI system can serve as a sensemaking catalyst. When facing an ambiguous situation, describe the available data and ask: "Generate five different interpretations of this situation, each from a different perspective (competitive, technological, customer, internal, macroeconomic). For each interpretation, identify: (1) what evidence supports it, (2) what evidence contradicts it, (3) what additional data would confirm or disconfirm it, and (4) what response it would warrant. Which interpretation best accounts for all available evidence?" This multi-perspective analysis enriches the organization's sensemaking by ensuring that no single interpretive frame dominates.

From organizational meaning to individual sovereignty

Organizational meaning-making creates shared interpretation. But shared interpretation should not eliminate individual interpretation — it should enrich it. The next lesson, Individual sovereignty within organizational structure, examines individual sovereignty within organizational structure — how individuals maintain their own epistemic autonomy while participating in collective meaning-making.


Sources:

  1. Weick, K. E. (1995). Sensemaking in Organizations. Sage Publications.
  2. Weick, K. E. (1993). "The Collapse of Sensemaking in Organizations: The Mann Gulch Disaster." Administrative Science Quarterly, 38(4), 628-652.

Put it into practice

Exercise

Practice organizational sensemaking on a recent ambiguous event in your organization — a competitor action, a customer behavior change, an internal metric shift, or a market development. Gather three to five people from different functions or teams and run this 30-minute protocol: (1) Data sharing (5 minutes): each person shares the facts they know about the event — observations, data, direct quotes. No interpretations yet. (2) Individual interpretation (5 minutes): each person writes their interpretation — what they think the event means and what response it warrants. (3) Interpretation sharing (10 minutes): each person shares their interpretation. Note where interpretations agree and where they differ. (4) Synthesis (10 minutes): construct a shared interpretation that integrates the diverse perspectives. The shared interpretation does not need to be unanimous — it needs to be actionable. What does the group agree the event means? What response does the shared interpretation warrant? Compare the shared interpretation to any individual's initial interpretation. Is the shared version richer, more nuanced, and more action-informing?

More on putting it into practice

See it in action

A data analytics company, Prism, received a major customer's announcement that they would be building an internal analytics capability to replace Prism's product. The event was ambiguous — it could mean the customer had outgrown the product (a signal to move upmarket), that the customer was cost-cutting (a signal about market conditions), that the customer had specific requirements that Prism could not meet (a product gap signal), or that the customer simply preferred to build rather than buy (an irrelevant idiosyncrasy). In a hierarchical organization, the CEO would interpret the event and communicate the interpretation. At Prism, the interpretation was collective. The customer success team provided context: the customer had been asking for features that Prism's roadmap did not include. The sales team provided market intelligence: two other enterprise customers were exploring similar internal builds. The product team provided a technical assessment: the requested features were architecturally feasible but would require a significant platform investment. The finance team provided an economic analysis: losing three enterprise customers would reduce revenue by 15%. Through a structured sensemaking session, the organization arrived at a shared interpretation: this was a product-market fit signal, not an isolated event. The response required a strategic product investment, not just a customer retention effort. The shared interpretation aligned the entire organization — product, engineering, sales, customer success — around a coherent response, without any single leader having to dictate what the event meant.

Watch for the failure mode

Single-source meaning-making — relying on one leader to interpret all events and communicate meaning to the organization. This creates three problems: (1) the leader's interpretation is limited by their perspective, missing signals visible to other functions; (2) the organization does not develop its own meaning-making capability, remaining dependent on the leader for interpretation; and (3) meaning-making becomes a bottleneck, with events remaining uninterpreted until the leader processes them. The antidote is distributed sensemaking — creating practices that enable the organization to collectively interpret events, drawing on diverse perspectives and producing richer, more actionable interpretations.

Make it stick

This lesson adds the interpretive dimension to organizational sovereignty. The preceding lessons have established the structural infrastructure: distributed decisions (Distributed decision-making), self-organizing teams, transparent information (Transparency as organizational infrastructure), feedback systems (Organizational feedback systems), and learning capability (Continuous organizational learning). This lesson addresses the interpretive infrastructure: how the organization makes sense of the information it receives. The connection to Organizational purpose as a coordination mechanism (purpose as coordination) is direct: shared purpose provides the interpretive framework against which events are evaluated — 'What does this event mean for our purpose?' The connection to Karl Weick's sensemaking theory is foundational: Weick argued that organizations are fundamentally sensemaking systems — their primary function is to create shared meaning from ambiguous experience. Look forward to Individual sovereignty within organizational structure, which examines individual sovereignty within organizational structure — how individuals maintain their own epistemic autonomy while participating in organizational sensemaking.

Practice

Facilitate Organizational Sensemaking in Miro

Run a structured 30-minute organizational sensemaking session in Miro to help a cross-functional team construct shared meaning about an ambiguous event. You'll use a four-phase protocol to move from individual data points to collective interpretation.

15 minutesAdvanced
  1. 1Create a new Miro board with four clearly labeled frames: 'Data Sharing', 'Individual Interpretations', 'Shared Interpretations', and 'Synthesis & Action'. In the Data Sharing frame, add sticky note clusters for each participant with their name. Set a 5-minute timer in Miro.
  2. 2Have each participant add sticky notes in their cluster with only observable facts about the ambiguous event — no interpretations, just data, quotes, metrics, or observations they directly witnessed. Once the timer ends, use Miro's voting feature to identify which data points multiple people observed independently.
  3. 3In the Individual Interpretations frame, create a separate section for each participant. Set a 5-minute timer and have each person privately write their interpretation on sticky notes: what the event means, what caused it, and what response it warrants. Use different colored sticky notes for 'meaning', 'causes', and 'responses'.
  4. 4Move to the Shared Interpretations frame and have each participant present their interpretation while you cluster similar interpretations together using Miro's grouping feature. Use Miro's comment feature to mark where interpretations diverge significantly, noting different perspectives on meaning, causation, or appropriate response.
  5. 5In the Synthesis & Action frame, collaboratively build a shared interpretation by dragging the most resonant elements from individual interpretations into a unified framework. Create three final clusters: 'What we agree this means', 'What we're uncertain about', and 'What actions this interpretation warrants'. Export the board as a PDF to share with the broader organization.

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