Picnic in the Graveyard

A figure on a picnic blanket among tombstones with failed startup icons

In Brief

Picnic in the graveyard is a generative research method where you study startups and products that previously failed in your market or an adjacent one. You research what they built, interview their former founders and customers when possible, and identify the specific assumptions that proved fatal. The output is a clear picture of what went wrong, what has changed since, and which risks you should test first to avoid repeating the same mistakes.

Common Use Case

You have an idea that has been tried before by other startups that failed. Before repeating their mistakes, you want to study what went wrong, talk to their former customers and founders, and figure out what has changed that might make the idea viable now.

Helps Answer

  • What similar products have been tried in the past?
  • What did customers like or dislike about those previous products?
  • What would the founders of failed similar products do differently if they tried again?
  • Which features are essential based on what previous attempts got wrong?
  • How is our approach different from what has been tried before?
AI research tools can dramatically accelerate the desk research phase by surfacing failed startups, summarizing post-mortems, and identifying common failure patterns in a fraction of the time.
This method can be done for free using search engines, startup failure databases, and social media to find former founders and customers. AI tools can help locate and summarize post-mortem analyses quickly. The main cost is time spent on interviews.

Description

Sean Murphy described it best: “Do research on what’s been tried and failed. Many near misses have two out of three values in a feature set combination correct (some just have too many features and it’s less a matter of changing features than deleting a few). If you are going to introduce something that’s “been tried before,” be clear in your own mind what’s different about it and why it will make a difference to your customer.”

The goal of this technique is to identify a unique way to angle a product, so that you avoid a previously committed error. You will be introducing the idea at a later time, which will be to your benefit, but it’s likely that previous failures will provide you with useful feedback.

With this technique, you are aiming to construct a fuller picture of what’s been tried in the past to identify potential landmines. This helps navigate a similar space, but with the benefit of the previous founders’ experience. It may help generate ideas on the product side, such as in terms of feature set. It may also help generate ideas about targeting to a different market segment, or any of the ten other pivots in Eric Reis’ The Lean Startup.

AI research tools accelerate the desk-research phase, but the highest-value part of this technique — candid interviews with former founders and former customers — still requires human conversation, since published post-mortems tend to be sanitized.

How to

Prep

  1. Scope the graveyard. Define the product space or adjacent market you are studying — narrow enough that the failures you find are comparable to your idea, broad enough that more than two or three dead products show up.
  2. Identify failure databases and post-mortem sources. CB Insights, Failory, and the Wayback Machine are good starting points for written post-mortems; press archives and old crowdfunding pages help fill in companies that died quietly.
  3. Set a timebox for outreach. Decide up front how long you will spend tracking down each former founder or ex-customer. One day per founder is reasonable when there are only a handful of comparable startups; tighten the box if the list is long.
  4. Draft your research questions. Write the questions you will ask former customers (what they used the product for, what they liked, what they switched to) and the separate set you will ask former founders (what assumption proved wrong, what they would do differently, what has changed in the market since).

Execution

  1. Perform some desk research (such as Google) to identify previous attempts at entering a similar market with a similar product to your product/product idea. Depending on the idea type, you may also find it useful to ask your local librarian if they can help you find relevant case studies.
  2. Use social media platforms to seek out customers of these previous companies. Look for “Likes” of the product/company name on Facebook, or old tweets mentioning the company.
  3. Reach out and contact these previous customers and interview them. Do both problem and solution interviews. Find out what they liked and disliked about the previous company.
  4. Then try to find the founders or project/product leads (if at a big company) and interview them about their experiences.

Analysis

This is a wonderful technique to generate a lot of ideas in an area you are already operating in. Particularly at the beginning of a startup journey, this technique can help zoom in on what to avoid and exactly what to test, to verify for yourself if a particular assumption is still true/false.

Biases & Tips
  • Overconfidence “We’re different, so what they did doesn’t apply.” This is what stops most founders from running this exercise at all. Treat past failures as evidence to disprove, not noise to ignore.

  • Survivorship bias Studying only the failures (or only the survivors) gives a skewed picture. Look at both, and at near-misses that pivoted, to see the full shape of the space.

  • Dismissing the idea too quickly Exploring why others failed can make you doubt your own idea too much if you can’t immediately find a unique angle. Use the findings to design tests, not to abandon the idea prematurely.

  • Picnic in the Graveyard If you try to hold a night-time picnic in a cemetery that doesn’t allow it you might get arrested. - @RebelCircus

  • Our idea is not unique. Use the Picnic in the Graveyard technique. - @TriKro

  • Get help from other founders when you can. Use the Picnic in the Graveyard technique. - @TriKro

Next Steps

  • Design specific experiments to test the assumptions that killed your predecessors.
  • Run Customer Discovery Interviews with former employees or customers of failed companies for firsthand context.
  • Create a “pre-mortem” document listing the most likely ways your startup could fail.
  • Revisit the graveyard analysis quarterly as your understanding of the market evolves.
  • Use Customer Discovery Interviews to verify whether the problems that sank predecessors still exist for today’s customers.
  • Run a Competitive Analysis to map the current landscape and see who else has entered the space since the failures you studied.
Learn more

Case Studies

Medium

My Startup Failed: Lessons learned from a first-time founder in the startup trenches

Read more

Failory

Startup Failure Case Studies and Lessons

Read more

CB Insights

483 Startup Failure Post-Mortems

Read more

Quibi

Burned $1.75B in six months before shutting down. Post-mortem analysis revealed the company never validated its core assumption that people wanted premium short-form mobile video, launched mobile-only during COVID lockdowns, and priced at $5-8/month against free alternatives like TikTok.

Read more

Google Glass

Despite massive hype, the $1,500 AR glasses failed due to unclear consumer use case, privacy backlash, and treating a prototype as a finished product. Google later pivoted Glass successfully to enterprise/healthcare — showing the idea was sound but the original market targeting was wrong.

Read more

Got something to add? Share with the community.