Personal tool for quarterly stock research: Story of a Stock.

Story of a Stock

It converts dense concall/disclosure text into crisp, structured insights with a scoring framework to track what is improving, weakening, or changing.
You can quickly compare companies via leaderboards, see trend shifts (latest quarter vs prior 4Q context), and review growth outlook scenarios (base/upside/downside) in one place.

Goal: reduce noise, improve consistency, and make quarterly review faster for serious investors.

Would love feedback from ValuePickr members on:

  1. What signals you find most useful

  2. Which stocks you want added

  3. What should be improved in the score framework/UI

link → https://concall-alpha.vercel.app/

6 Likes

@Pranav_Yadav
Congratulations on developing a tool which would help the investor community as a whole.

Few questions & few suggestions:

1.) Try clearing out your monetisation strategy/outlook (if any) upfront without keeping the community guessing/doubting & repeatedly asking going forward.

2.) Do a short walk around video so that community knows how to extract best out of the tool & know every feature instead of having a D.I.Y.

3.) Regarding the tool, Try emphasizing quality of management.
Coz Giving guidances & showing rosy pictures is one thing- adhering to it, surpassing & fulfilling it without revisions is altogether a different ball-game.

4.) How conducive or non-conducive is the macro economic factor to the company.
Is there a headwind/tailwind to the company in terms of policies, market demand, raw prices, currency fluctuations, etc - whatever suits that particular company’s metrics.

If any of this is already addressed, do let me know. Yet to explore the tool in full depth.

3 Likes

Congratulations the tool looks impressive and will definetly be helpful for the larger community.

What i would like to ask:

  • How often, post every quarterly results the scores will be updated? and to how many previous quarterly results we can see the ratings.
  • Hope there is a reference for every score to actual “concall based transcript section” if that is the source for the data points and score. This is to be sure what we are looking at is actually what is it.

For now this is it, yet to explore more on the tool. KUDOS!

2 Likes

++

What is the logic of this declining, yet this has Last 4Qtr avg one of the highest.

  • image

  • Is it possible to sort based on guidance like “Stable, Improving, Declining”.

3 Likes

Thank you @vivek_lakhani for your questions and interest, I appreciate it, it makes me feel supported.

Here are my answers :

  1. Monetisation outlook - No plans for 2026, this is a free tool until I can see value and results for myself. There might be a fund me feature sometime later to cover the tech and LLM costs
  2. Great Idea. I want to use the company pages for Youtube videos and I will use this as motivation
  3. Noted - a section on management and Walking the Talk. I have gotten this feedback elsewhere as well and prioritise
  4. Noted - I initially added an industry block inside the growth section of the company but removed it for simplicity and I wasn’t happy with it. I will work on it for sure as it needs more and wider variety of input data to create an industry / macroeconomic section relative to company sections
1 Like

@imurlovish Thank you for your kind words and support.

  1. Usually, 7-10 days after result, the score is updated. 8-12 previous qtr scores are visible
  2. Yes, the concall is the source for qtr score.
    1. Concalls, ppts and annual reports are the source for growth score
    2. I will expand the input sources soon.
    3. And yes, for understanding the score, you can check details for the rationale behind the score
1 Like

@imurlovish The declining pill tries to capture the trend of the quarterly score, comparing the latest score with the 4 qtr average. Since latest score(8.8) is less than 4qtr avg (9), the trend is declining

2 Likes

Good One.

What I would like to see is the reason for historical one offs. Lets say stock x has in 2017-18 a major loss/profit or maybe major step change in earnings downwards or upwards whether quarterly or yearly. I would like to know why whether through concall notes or MDA part of the AR.

1 Like

@hardik_shah1 Quarterly trend twist might be of interest to you, it shows the companies where scores diverged from the average the most in the latest quarter, giving a way to capture step change - can be either in earnings, outlook, guidance. The rationale is provided in the quarter score details