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Every KPI is a red flag, if perceived in a vacuum.

Updated: 6 days ago


Why metrics only make sense when you understand the story behind them.


Everyone loves dashboards, especially in an early or mid-size startup, since the No. 1 issue plaguing this segment is clarity. Where do we stand? Where are we coming up short? What do we do? A pitfall seen far too often is startups chasing the next new AI-native predictive models and prescriptive analytics before mastering the basics of descriptive analytics; putting the cart before the horse in their analytics journey.


A good dashboard turns disparate data in to a shared single source of truth, telling you stories of what’s working, what’s not, what needs to be worked on. Across the floor, be it CEOs, founders, marketers or product managers, everyone should be able to get the information they need at a moment’s notice, replacing intuitive guesswork with data-driven decisions.


There are hundreds of analytics tools available out there, showcasing dozens of numbers – Customer Acquisition Cost, Churn Rate, Conversion Rate, Monthly Recurring Revenue, Average Revenue per Customer, Customer Lifetime Value so on and on and on.

One could pick 3 random tiles off a Scrabble board, and it’d be a KPI on some dashboard somewhere. But these KPIs, for all the good they do, are also a double-edged sword, as they lose all meaning when perceived in isolation.


This is why context matters, especially for up-and-coming firms trying to find their place in the market, constantly experimenting with their value proposition, pricing, channels, target groups and trying to find the right mix of elements.


One surefire way to understand a KPI and diagnose it is to form a MECE (Mutually Exclusive, Collectively Exhaustive) Issue Tree. These help breakdown the metric into distinct branches that covers the entirety of the problem - both qualitatively & quantitatively - giving the decision maker an exhaustive list of testable hypotheses. We’ll explore a few examples of commonly used metrics.


Note: The relative impact of each of these factors is highly dependent on both the industry the firm operates in as well as the competitive positioning of the firm within said industry and therefore cannot be generalized. It is imperative that the decision makers clearly identify the relevant individual drivers and identify the strongest operating levers to take the appropriate corrective action.


Rising Customer Acquisition Cost


CAC is typically defined as:


CAC = Total Marketing & Sales Spend

# of new acquisitions.


Naturally, it follows that when:

⇡ CAC rises it is either because a) The number of new acquisitions has dropped ⇣ or

b) The sales & Marketing Spend has increased ⇡


Rising CAC - Mismatched Value Propositions

Mismatched Value Proposition


Value Propositions are all about perception. In today’s fast paced world, there is an ever-growing chasm between the customers’ needs & the firm’s perception of those needs, a gap that’s further deepened with the intensity of competition. When this gap is not addressed properly and in time, it creates a mismatched value proposition that could reduce the firms’ offering relevancy in the current market.


a. Product – market fit

If a firm’s target customers are buying the firm’s offering in numbers large enough to sustain profitable growth, it is said to have product-market fit. This is a problem that plagues startup founders and one of the biggest reasons behind startups failing. Many founders begin with “startup-worthy” ideas, spending millions developing a product only to find that there’s no market for it and end up finding it impossible to pivot. The Google Glass is the perfect example of that, while the product itself was a technological masterpiece, it failed to identify market-worthy use cases that justified the price.


While product – market fit is qualitative in nature, looking at a few key metrics may be used as proxies to guide the decision maker. This includes Burn Multiple (Net burn/ net ARR), customer satisfaction scores, referral rates, retention rates etc. How much am I spending to gain 1$ increase in ARR? Are your current customers happy with your product? Are they sticking around long enough for you to make a sizeable profit? Am I able to generate additional leads from my current converts?


Typically, firms that have great product-market fit attribute a significant chunk of their revenue to organic growth.


Caveat: When looking at these numbers, it is only natural to look at the industry average to understand your firm’s relative advantage, but this is not always the right yard stick. If everyone in the industry is solving similar problems using the same tools, you’re all likely to have the same problems. In other words, the competitive advantage stems from the small things your firm does differently, leaving the entire industry susceptible to disruption. It follows, of course, that the way out is to reposition yourself as a disruptor and provide a better value proposition than the rest of the industry.


b. Changing Customer Needs

It should come as no surprise that in today’s world, customer needs are constantly evolving at an unprecedented rate, accelerated by tech advancements like the adoption of LLMs & open-source software, environmental concerns, economic factors & cultural shifts. A firm exists to satisfy a customer’s needs and if their offering is no longer aligned with the target groups’ needs, the customers would see no value in the offering, often resulting a steep decline in sales. This is closely tied with product market fit: PMF is how well the Value Proposition satisfies the customer needs. Nokia and Blackberry are classic examples of this, as the market shifted towards touchscreens & open-source platforms with a wide range of apps, they failed to identify that their customers demanded more and that led to their eventual decline.


A firm that has already achieved PMF may see a decline if they don’t keep in touch with the market’s requirements.


Many firms often have data gaps in their customer information, partly because it was never created in the first place, but also because the customers are also evolving. Maintaining a healthy data pipeline, backfilling & updating data & performing data hygiene audits can help close the gap. One possible way to track this is to interview your customers - potential, current & past. If they leave, why? If they have been using your product, why did they stick around? If they haven’t tried the product, why not? What are the pain points & gain creators in pre-purchase, usage & post-usage phases? Another would be to backtrack the customer needs by comparing with competitors and identifying why some customers prefer those offerings. It may also be worthwhile to interview users outside your target group to identify a growing list of consumer needs to explore opportunities for future expansions & adjacency growth.


c. Price : Performance Ratio

Simply put, how much value does the end user obtain from the offering? Are there any intangible benefits that the customer does not perceive? Does the offering justify its pricing? Is there a competitor who is providing a better performance for a similar or lower price? Are you competing against a free tool? How are the industry complements positioned?


d. Other factors

These are just a few factors that could cause a fluctuation in the new customer acquisitions. External market shocks, problem-solution fit, business model fit, message clarity, differentiation, consistency etc. could also impact new customer acquisition. Experimentation & hypothesis testing is crucial here to identify key impact drivers.


Each firm’s orientation - be it in terms of channels, pricing, internal systems, external influences etc. - will have different factors influencing the above two, but for the sake of the broader audience, we will explore some common themes by asking a few questions that can guide the decision makers.


Note to the reader: Many of these issues are not explicitly quantifiable. These qualitative factors need to be explored in depth with market surveys & hypothesis testing. Relying on pure “business instinct” may bias decision-makers.

Market Saturation & Inefficient Targeting

Saturation


With the SaaS industry at its peak & the high influx of new entrants, the market for a firm’s offering may be saturated with the supply exceeding the demand in some cases. This could result in a significantly higher effort needed for a marginal increase in customer acquisition. By the time a market reaches saturation, firms operating in said market have already invested millions developing a product, training sales teams and implementing internal tools & processes. Attempting to sell the same offering in the same market in the same way will result in negative unit margins. Firms need to identify underserved markets or serve the current market more efficiently.


a. Market Size

Understanding the Total Available Market, TAM is the first step in demand forecasting & revenue planning. What proportion of the TAM estimated last year was the firm actually able to reach out to? What proportion of them actually had a need for your offering? If both these proportions are low, then the TAM estimation methodology needs to be redesigned, since it does not align with the sales process.


Secondly, if the TAM has been declining YoY, it could mean that the market is shrinking, typically because either the problem the offering solves is becoming redundant, such as Splitwise becoming redundant after Google Pay introduced the split option; or approaching genuine saturation, as most of the customers in the market have already bought your firm’s offering or your competitors’. In case of the former, a complete Value Proposition Redesign is needed, as the current offering is no longer relevant to the customers’ new needs. In case of saturation, TAM needs to be increased, either by market penetration or expansion. This typically means the firm needs to understand the adjacent markets & underserved niches, thereby identifying untapped territories & customer segments.


b. Inefficient Targeting

So far, we’ve only seen CAC as a red flag, but this isn’t always the case. One critical factor in acquisition inefficiency is poorly aligned targeting of high-value customers. When firms focus on an audience that doesn’t generate sufficient returns, they increase their CAC without seeing proportional revenue growth. In other words, a high CAC is acceptable as long as the acquired customers generate enough revenue to offset the initial costs, meaning you're paying more to acquire better customers.


However, if a firm’s acquisition strategy targets customers with low CLV; often due to misalignment between marketing and sales; even a small increase in CAC could make new customers unprofitable in the long term. The CLV-to-CAC ratio is a vital metric, with a ratio of 3:1 or better considered ideal. If this ratio drops, it indicates the firm is overinvesting in acquisition, where the cost of acquiring each customer exceeds their long-term value.


Regularly updating customer segmentation models, considering factors like customer loyalty, purchase frequency, and overall profitability, can help in identifying the most profitable customer segments. Aligning acquisition spend with these segments, using both direct marketing and predictive analytics, can reduce inefficiencies and target the right customers more effectively. Reevaluating pricing and bundling strategies can also help maximize CLV without significantly increasing CAC.

Funnel Leaks - CTR, Conversion & Sales Friction

Funnel Factors


The typical Sales funnel consists of Lead Generation, Pipeline Generation, Pipeline Closure & Post-Sales Revenue Generation. As potential customers progress through each of these stages, some may drop off due to many reasons like lack of awareness, being overwhelmed by information, timing issues, technical blocks etc. While this is natural and expected, firms should consistently track these leakages as this may signal a deeper problem that requires immediate attention. These indicators will also help you identify inefficiencies in the funnel & friction points in the sales process


a. Lower CTR

Click-through rate is one of the staple metrics used to evaluate the effectiveness of a specific marketing channel such as display ads, emails or social media campaigns. A lower CTR could indicate that customers are not actively engaging with your content, limiting your lead generation efforts. In a world of AI slop & reports suggesting the human attention is lower than that of a goldfish, this is not always in a firm’s control. However, this does not absolve the firm of any responsibility, but takes us back to one of the central tenets of marketing – building connections with your customer and communicating in a way that resonates with them.


If a certain channel’s CTR is going down, it means your customers are just not reachable via that channel and you need to find out where they are. This is where tools like AEO & GEO come in. Page Ranking 1 is pointless, Ranking 0; which is your AI summary; is where customers stop their search. Emails & display ads need to be very specific and targeted, instead of beating about the bush. Since customers are being bombarded with an increasing amount of content, they are becoming more selective about where to direct their attention. Thankfully, the solution is also simple – the good old A/B test. Go back to the roots; why would a customer click on this ad? Is the Value Proposition direct? Can you quantify the impact? If your customers don’t find your ad relatable, your CTR will continue to decline.


b. Lower Conversion

While CTR generates top-of-the-funnel flow, a low conversion rate indicates that the rest of the sales process isn’t smooth enough for many customers. In other words there is a misalignment between the ad experience & the sales experience. This could be due to information overload, cumbersome sign-up process, unclear value proposition, poor landing page design, lack of trust signals etc. To enhance conversion rates, a full website audit is needed to ensure that the process is coherent and communication is simple & direct.


There could also be leakages at different stages such as say from lead to pipe or from pipe to closed. While the reasons may vary due to the industry & firm orientation, usual suspects are poor lead qualification, sales teams’ performance, consistency of messaging, onboarding process, poor management of expectations, lack of follow-ups etc. The fix again is simple - Listen to your customer.


For every customer that doesn’t convert, ask 5 “Why?”s. Find the leaks and plug them.

How Technology Increases CAC

Higher Spend


1. Technological Factors

Tech is a double-edged sword for almost all teams, especially marketing teams. New tools open avenues to acquire more customers but also mean significant experimentation to find a formula that works. Firms increasingly rely on complex tech stacks for marketing, each additional layer increasing the cost, yet remaining underutilized.


a. Rising Tool Costs

With each development in the tech world, more marketing tools & automation tools pop up, each with their own sophistication and a heftier price tag. Subscription fees for CRM tools, Analytics software, email marketing platforms and other tech tools accumulate quickly, especially for startups & SMBs in their growth phase.


When the cost of such tools rise without a tangible RoI or revenue impact, they eat into your marketing budget; money which could’ve otherwise been invested in acquiring paying customers. Firms need to regularly assess the effectiveness of their tech stack, evaluate the ROI of each tool and eliminate redundancies.


Do you really need an AI tool for lead qualification? Is it working the way you wanted it to? If multiple tools serve the same purpose, consolidating into an all-in-one platform could reduce costs. In some cases, especially in SaaS firms, it may even be worthwhile to build your own custom internal tool.


b. Under optimization of existing tech stack

While firms may have invested in top-of-the-line tools, their value is realized only when they are used optimally. An underutilized tool or a misconfigured tool can sometimes be worse off than not having said tool in the first place.


Inefficient lead nurturing workflows, lack of integration between existing systems, redundant systems are common symptoms of this. Regular reviews of tool usage, performance audits & system integration can help increase optimization. For startups with limited institutional knowledge, hiring an external consultant could help maximize value realized from their current tech stack.

Organizational Problems That Increase CAC

2. Organizational Factors


The growth and success of a firm are heavily influenced by its organizational structure, resource allocation, and internal processes. A firm’s ability to scale efficiently depends on how well it manages its team, integrates sales and marketing efforts, and adapts to changing dynamics within the market. If any of these internal factors aren’t aligned, they can lead to increased CAC.


a. Larger Sales Team

While scaling a sales team seems like a natural response to increased customer acquisition needs, it’s not always a silver bullet. A larger sales team can drive up costs substantially, both in terms of salaries, training, tools, and management. Additionally, the effectiveness of the sales team can become diluted if the roles, responsibilities, and processes are not clearly defined. A growing sales team may also face challenges in maintaining alignment with marketing teams, leading to inefficiencies in targeting, communication, and follow-up. When a sales team is larger but not properly managed or optimized, it can result in increased CAC without a proportional increase in customer acquisition.


To ensure that a larger sales team is beneficial, firms need to continuously assess its performance and structure. Do salespeople have the proper training and resources? Are they aligned with the marketing team in terms of messaging and target customer profiles? Is the sales cycle too long because the team is not focusing on high-value prospects? These are questions that need regular attention to ensure that the larger team isn’t just adding costs but driving revenue efficiently.


b. Longer Sales Cycle

As companies scale, their sales cycle often lengthens, and this can contribute significantly to rising CAC. The longer it takes to close a sale, the more money needs to be invested in lead nurturing, sales engagement, and follow-ups, all of which add to CAC. A prolonged sales cycle could indicate inefficiencies in the qualification process, insufficient lead nurturing, or issues with the sales team’s ability to move prospects through the funnel. A long sales cycle could also be a result of the offering being more complex or requiring a higher level of customer education, or it could be a sign that your target customers are more risk-averse and need more time to make purchasing decisions. Additionally, it could also reflect a disconnect between marketing and sales teams. If the marketing team is generating leads that aren't properly qualified or aligned with the sales team's requirements, the time taken to convert these leads will naturally increase.


In these cases, reducing the sales cycle requires a targeted approach: improve lead qualification criteria, streamline internal processes, improve communication between marketing and sales teams, and optimize customer onboarding and support mechanisms. This ensures a faster path from lead to close and minimizes additional resources spent during the process.

Marketing Mix, Competition & Channel Efficacy

3. Marketing Mix


The 4 P’s of Product, Price, Place & Promotion directly influences CAC. Any inefficiencies or imbalances within the mix can increase acquisition costs. The most common areas where firms experience rising CAC due to marketing mix issues are competition and reliance on paid vs. organic channels.


a. Competition

When a firm’s target group overlaps with its competitors’, customer acquisition costs tend to rise. As the competition intensifies, marketing costs escalate, especially when competing for the same customers. If both your firm and your competitors are targeting the same demographics, the value of each lead decreases, and to stand out, marketing teams may need to increase bids on paid ads, improve the quality of content, or offer discounts, all of which increase CAC. Understanding the competitive landscape and differentiating your value proposition becomes essential in this scenario.


Offering something unique; whether it’s better customer service, a more personalized experience, or innovative features; can reduce your reliance on direct competition for the same audience. Companies must constantly evaluate their position within the market and be ready to adjust their messaging or even pivot to a new target market when competition becomes too fierce.


b. Channel Efficacy

It goes without saying that CAC is channel specific, and the balance between different channels paid and organic marketing efforts plays a key role in determining CAC. While paid channels such as search engine ads, display ads, and paid social can deliver quick results, they also tend to be much more expensive. Organic channels such as SEO, social media engagement, and content marketing tend to have a longer-term payoff and are more cost-effective, but most importantly, have a higher intent than other channels.


However, firms that rely too heavily on a single channel often face rising CAC as competition increases in ad auctions. Additionally, these efforts often need to be continuously scaled to maintain growth, leading to higher and higher marketing costs. If a firm neglects its organic marketing channels, it may find itself locked into an unsustainable pattern of high paid media expenditure, with diminishing returns over time. To optimize the marketing mix, firms must balance both paid and organic channels based on their cost-effectiveness, performance, and scalability.


Diversifying the acquisition strategy and investing in building long-term organic growth (via content, social media, and SEO) can help lower CAC and create a more sustainable acquisition strategy.

Paid Media Costs & Final Takeaways

4. Paid Media Costs


Paid media often makes up a significant portion of a firm’s acquisition costs, but when media costs rise, so too does CAC. This is particularly true in industries where competition for advertising space is fierce. As paid media platforms such as Google Ads, Facebook, and LinkedIn become more crowded, it can become more expensive to acquire each new customer.


a. CPM Rising

Cost per thousand impressions (CPM) is a key metric for measuring the cost-effectiveness of paid media campaigns. When CPM rises, it generally means that advertising space is becoming more expensive, or there are more advertisers bidding for the same audience. A rising CPM can directly affect CAC, especially if the firm hasn’t optimized its ad targeting or creative strategy. In a high-CPM environment, it becomes even more critical to focus on ad targeting and ensuring that your ads are seen by the most relevant audience to minimize wastage and maximize conversion rates.


To mitigate rising CPM, firms can consider adjusting their targeting strategies, exploring less competitive advertising platforms, or improving their ad creative to increase click-through rates and overall conversion rates. Another tactic could be to refine audience segmentation and experiment with different messaging to ensure that the right people are engaging with the firm’s content.


b. Competition

Another challenge in paid media is when a firm loses out on bid auctions for ad space, which often results in higher costs. In platforms where ad space is sold in an auction format (such as Google Ads or Meta Ads), a firm may find itself losing out on placements to competitors willing to bid higher amounts for the same audience. This directly drives up the cost of acquiring each customer.


To avoid this scenario, firms must continuously monitor bid dynamics and ensure that they are bidding in a way that maximizes their return on investment. One strategy is to diversify across multiple advertising platforms, spreading risk across channels and reducing reliance on a single platform. Additionally, optimizing ad copy, targeting, and bidding strategies can help maintain efficiency in paid campaigns without necessarily having to outbid competitors in every auction.



Final Takeaway


Understanding the intricacies behind rising CAC requires a holistic view of all contributing factors, both internal and external. Whether it’s inefficiencies in targeting, competition for paid media space, or issues within the marketing mix, the key to solving the problem lies in identifying the underlying causes and taking corrective action. By using a MECE Issue Tree to break down each contributing factor and conducting targeted experiments and hypothesis testing, decision makers can isolate and resolve inefficiencies in their acquisition strategies. While the specific solutions may vary by industry and market, focusing on aligning value propositions, optimizing sales processes, and balancing the marketing mix is essential to reducing CAC and driving profitable growth.


📩 Is there a metric that you’d like us to breakdown next? Drop us a mail and let us know!

 
 
 

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