CONTEXT

A wholesale organization that had to become something it was not built to be.

The company has operated for decades through traditional retail and wholesale distribution. It knows that channel well. Its commercial processes, its planning cycles, its incentive structures, and its leadership routines are all calibrated to it.

The move into DTC was not a strategic choice made from a position of strength. It was a response to a sector-wide shift: competitors with comparable product portfolios began building direct consumer relationships, collecting first-party data, and opening revenue streams that bypassed traditional retail margins. The company’s leadership recognized that remaining exclusively wholesale-dependent carried its own risk, and committed to launching a direct channel.

The launch included a dedicated product line designed for the DTC environment: a range that would not directly replicate the wholesale assortment, positioned to attract a consumer who would not necessarily find these products in physical retail. The plan was detailed. A large consulting firm had developed the go-to-market architecture, defined the launch timeline, and sized the revenue projections.

Twelve months in, results were materially below plan. The product line had launched. The channel was live. The gap between projected and actual DTC revenue had not closed.

A board advisor with exposure to multiple C-level organizations across the sector raised the Clario approach during a board review of the DTC performance figures. He had heard about the diagnostic through conversations with peers and proposed it as a structured way to locate the source of the divergence before committing additional capital to the next phase of the channel build.

DIAGNOSTIC FINDINGS

The organization was making DTC decisions at wholesale speed.

The diagnostic engaged respondents across the commercial, supply chain, and digital teams. The picture that emerged was not a strategy problem. The plan was sound. The product line was credible. The constraint was in the decision system that was supposed to execute it.

1. Decision cycles calibrated to the wrong cadence

In wholesale, consequential commercial decisions follow a seasonal or contractual rhythm. Assortment decisions are made once or twice a year. Pricing is set by cycle. Inventory allocation follows purchase order patterns with lead times measured in weeks.

DTC operates on a different clock. Conversion data is available daily. Assortment performance signals emerge within weeks of launch. Consumer behavior responds to campaign changes within days. Decisions about which products to promote, which to reposition, and which to pull from the active assortment need to be made at that frequency to have any effect.

The organization’s decision processes had not been redesigned for this cadence. Assortment reviews were still scheduled quarterly. Pricing decisions required the same multi-level approval chain used for wholesale accounts. By the time a decision was reached, the window in which it would have been effective had closed.

2. Inventory and resource allocation locked in wholesale patterns

The DTC channel was producing signals: which SKUs were converting, which were not, where campaign spend was generating return and where it was not. The organization could read the data. It could not act on it fast enough.

Inventory allocation decisions for the DTC line followed the same process as wholesale stock allocation: planned at the start of the quarter, adjusted only at defined review points. When a product began converting above forecast, the mechanism to reallocate stock to that product did not exist at the required speed. When a SKU underperformed, it remained in the active assortment and continued consuming campaign budget until the next scheduled review. The diagnostic identified this as a reinforcing condition: slow decisions compounded by slow resource reallocation, in a channel where both need to move at a different pace to produce results.

3. No precedent for this type of decision

The third element was organizational: the teams responsible for executing the DTC operation had deep wholesale expertise and limited direct-to-consumer experience. When the DTC channel produced ambiguous signals, the default behavior was to escalate rather than decide. The escalation path led to leadership that also had no direct frame of reference for DTC decision patterns. Decisions were deferred, reviewed, and deferred again.

The diagnostic identified decision latency as the primary constraint. The inability to reallocate in response to live signals was the reinforcing condition. Together, they produced a channel that was technically operational but commercially inert at the decision layer.

ECONOMIC EXPOSURE

The cost of operating a direct channel at indirect speed.

The Clario scoring model applied to the engagement profile produced the following output:

Annual Leakage Estimate	€11M – €15M
Capturable Revenue Upside	€14M – €41M
GTM Economic Base (GEB)	€63M
Basis	Gross margin portion influenced by GTM decisions, 12–18 month horizon
Channel / Maturity	Hybrid / Early Stage

The GEB reflects the gross margin portion of the business that is materially influenced by GTM decision quality over a 12 to 18 month horizon. For a hybrid channel organization at early alignment stage, that figure is 18 percent of revenue. The leakage is applied to this base, not to total revenue.

The upside range reflects the benchmarked revenue impact potential available to a hybrid-channel business at this maturity level when decision system friction is reduced. The capture rate is scaled by current system effectiveness. At this system score, the organization is capturing less than 20 percent of the available potential.

The board advisor who had proposed the diagnostic used these figures in the following board session. The question the board had been examining was whether the DTC underperformance reflected a product positioning problem or an execution problem. The diagnostic answered that question with a different frame: the product line was not being given the decision system conditions required to perform. The leakage estimate quantified what those conditions were costing.

The capital commitment decision for the next phase of the channel build was deferred pending the diagnostic output. With the constraint identified and the economic exposure quantified, the organization had a defined problem to address rather than a diffuse performance gap to manage.

POST-DIAGNOSTIC SITUATION

Decision speed redesigned to match the channel it was supposed to serve.

Clario identified the constraint and quantified its cost. Execution remained with the client.

The diagnostic output reoriented the operational work from generic performance improvement to targeted decision system redesign. Three changes were made in the following two quarters.

Changes made

• A weekly DTC commercial review was established, with decision authority to adjust the active assortment, reallocate campaign budget across SKUs, and initiate stock reallocation requests without requiring escalation to the quarterly planning cycle.
• Assortment governance for the DTC line was decoupled from the wholesale planning calendar. A dedicated DTC assortment process was defined with its own review frequency and its own approval path, calibrated to the cycle time required to respond to live channel signals.
• A stock reallocation mechanism was introduced for the DTC line, enabling inventory movement between SKUs within a defined threshold without requiring a full procurement cycle. This gave the commercial team the ability to support high-converting products within weeks rather than quarters.

DTC revenue contribution: trajectory

At diagnostic	12-month target	24-month target
-40% vs plan	approx. -15% vs plan	plan achieved

The 12-month target does not recover the full plan gap. It reflects what is achievable when the decision system is redesigned but the channel is still building operational maturity. The 24-month target assumes the new decision processes are embedded and the assortment has been optimized through two full DTC annual cycles.

The capital commitment for the next phase of the channel build was approved following the first quarterly review after the diagnostic. The board had a defined constraint, a quantified cost, and a measurable improvement trajectory. That was sufficient to proceed.

Back to use cases index