RESEARCH

Why we built this

Before we designed anything we read 722 public Reddit posts and comments from people who capture things at trade shows, lectures and conferences. This page is what we found, including the parts that argued against building it.

Secondary analysis of public posts. Not a user study. Not affiliated with or endorsed by Reddit. Statements on this page are rewritten, not verbatim quotes.

  • 722posts and comments analysed
  • 38global queries × 3 sort orders
  • 12pain themes identified
  • 4themes we chose not to build
01 — TWELVE THEMES, RANKED BY INTENSITY

How loud a complaint is has almost nothing to do with how much it hurts.

Click a row to see what we concluded and whether it made it into the product.

How loud a complaint is has almost nothing to do with how much it hurts.
IDTHEMEINTENSITYIN PRODUCT
  • T4★★★★★CORE
    Can't tell who the photo was of

    Lowest mention count, highest emotional charge in every instance. Low frequency, high intensity — this is the bullseye the product is built around.

    Mentions in the 722-item pool: 5 · 0.7%

  • T8★★★★☆CORE
    No time to take notes while moving

    Capture friction threshold is 5–10 seconds. Cited independently by three people. This is a hard design constraint, not a nice-to-have.

    Mentions in the 722-item pool: 19 · 2.6%

  • T11★★★☆☆CORE
    Existing tools don't fit, constant switching

    Open space: no tool covers photos, audio, the link between them and a forwardable report at once. This is the gap we build into.

    Mentions in the 722-item pool: 18 · 2.5%

  • T5★★★☆☆CORE
    Material piles up, sorting costs too much

    Manual structuring does not survive past day three of a show. Automatic filing at write time is the answer.

    Mentions in the 722-item pool: 22 · 3%

  • T6★★★☆☆NO
    Follow-up breaks down, leads go cold

    Highest mention count in the pool — and a mature CRM / lead-retrieval market already. We integrate downstream rather than compete here.

    Mentions in the 722-item pool: 89 · 12.3%

  • T1★★★☆☆PARTIAL
    Recordings unusable, hall noise

    A real pain, but free tools like Adobe Podcast Enhance are dissolving it. Directional mic addresses it; we don't lead with it.

    Mentions in the 722-item pool: 45 · 6.2%

  • T7★★☆☆☆PARTIAL
    Writing the recap for the boss

    Real but thinly expressed. Export handles it; not worth a headline.

    Mentions in the 722-item pool: 13 · 1.8%

  • T10★★☆☆☆MUST
    Privacy and recording consent

    Low frequency, but blocking once triggered. Fully offline storage and no account is the answer — and it must be documented, not implied.

    Mentions in the 722-item pool: 6 · 0.8%

  • T12★☆☆☆☆BUILT
    AI hallucination, can't trust summaries

    Almost nobody raises it in a trade-show context (0.6% of the pool). We build it properly but do not lead the homepage with it.

    Mentions in the 722-item pool: 4 · 0.6%

  • T3★☆☆☆☆NO
    Photos come out badly, venue lighting

    False pain in this context — the complainers are professional photographers asking about settings, not our users.

    Mentions in the 722-item pool: 38 · 5.3%

  • T2★☆☆☆☆NO
    Transcription quality collapses

    Sample too small to support any conclusion. Parked.

    Mentions in the 722-item pool: 3 · 0.4%

  • T9☆☆☆☆☆NO
    Which gear should I buy

    Second-highest mention count and the wrong audience entirely — professional video crews asking about equipment. Removed from the requirement pool.

    Mentions in the 722-item pool: 51 · 7.1%

Counts recomputed from the 722-item evidence pool (one item can hit several themes). The source spreadsheet ships these two columns as uncached formulas, so they are recalculated here rather than left blank or zeroed.

02 — THE BULLSEYE
T4

You can't tell who the photo was of.

Lowest mention count in the entire pool. Highest emotional charge in every single instance. Every person raising it had invented their own workaround — numbered cards, voice memos after each booth, renaming files in the taxi.

Low frequency, high intensity. That is the shape of a problem people will pay to remove, and it is the one thing the A2 Pro is built around.

A WORKAROUND SOMEBODY INVENTED

I made everyone hold a numbered card for one shot before the real photos, just so I could match them up later.

r/photography · 2025-04-25 · 81 upvotes
Rewritten. This is the manual version of what the device does automatically.

03 — WHAT PEOPLE ACTUALLY SAID

The original posts.

Usernames and avatars removed. Click any card to open the original thread on Reddit.

Every line below is a rewritten statement, not a verbatim quote, and none of these people have used or endorsed NoteCapt. Each links to the original public post so you can read it yourself.

Redacted screenshot of the original post on r/Importing

I came home with four hundred photos of booths and products. Not one of them tells me who I was talking to.

r/Importing · 2026-08-04 · 2 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/indiehackers

A week later I had a stack of names and no memory of who was who.

r/indiehackers · 2026-05-18 · 24 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/indiehackers

People don't forget the name. They forget the conversation — what was said, and why it mattered enough to follow up.

r/indiehackers · 2026-05-18 · 24 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/indiehackers

The photos survive. The context dies within forty-eight hours.

r/indiehackers · 2026-05-18 · 24 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/productivity

I need to find people by how I met them, not by their name — because the name is exactly what I've lost.

r/productivity · 2026-01-15 · 8 upvotesOPEN THREAD →

You cannot take real notes and hold a real conversation at the same time. One of them always loses.

r/sales · 2025-04-14 · 0 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/indiehackers

If capturing it takes more than ten seconds, nobody does it. You just tell yourself you'll remember.

r/indiehackers · 2026-05-18 · 24 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/audio

We recorded the conversations at our booth so we'd actually know what was said when we followed up. The hall was too loud to hear any of it back.

r/audio · 2025-01-31 · 1 upvoteOPEN THREAD →

The exhibit hall floor swallows everything. What we got back wasn't usable — we could only read it, never listen to it.

r/podcasting · 2016-03-03 · 3 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/Importing

The spreadsheet I started on day one was dead by day three.

r/Importing · 2026-08-04 · 2 upvotesOPEN THREAD →

Two of us worked the floor. Our notes never merged — we scanned the same vendor twice without knowing.

r/Importing · 2026-08-04 · 2 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/salestechniques

Sorting the badge scans and the business cards takes days. The show took three.

r/salestechniques · 2025-11-13 · 1 upvoteOPEN THREAD →
Redacted screenshot of the original post on r/videography

The show ended at four. I was still backing up and cutting footage at two in the morning, because the recap plays at nine thirty.

r/videography · 2025-04-28 · 1 upvoteOPEN THREAD →

Every tool is either locked to somebody's platform, or it's a blank spreadsheet where you do all the typing yourself.

r/Importing · 2026-08-04 · 2 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/tradeshows

Show floor Wi-Fi is never what they promised. Whatever I use has to work with no signal at all.

r/tradeshows · 2026-05-05 · 5 upvotesOPEN THREAD →
Redacted screenshot of the original post on r/photography

I made everyone hold a numbered card for one shot before the real photos, just so I could match them up later.

r/photography · 2025-04-25 · 81 upvotesOPEN THREAD →

Rewritten from public posts on Reddit. Not testimonials — these people have not used NoteCapt.

04 — WHAT WE DELIBERATELY DID NOT BUILD

Four things the data told us to walk away from.

The most-mentioned theme in the whole pool is one we chose not to enter.

  • T6CRM and lead retrieval

    The single most-mentioned theme in the pool — and a mature market with entrenched players. We hand off to HubSpot and Salesforce rather than compete with them.

  • T9Camera and recorder gear advice

    Second-highest mention count, entirely the wrong audience: professional video crews asking about equipment. Removed from the requirement pool.

  • T3Better photos in bad lighting

    Judged a false pain in this context. The people complaining are photographers asking about settings, not knowledge workers losing context.

  • T12AI hallucination as the headline

    Only 0.6% of the pool raised it. We build zero-hallucination properly — but leading with it would mean educating people about a problem they haven't hit yet.

05 — WHAT PEOPLE USE TODAY

The landscape, by mention count.

CATEGORYWHAT IT IS / WHY IT FALLS SHORTMENTIONS
SpreadsheetsExcel / Google Sheets — the most common status quo, and the one that dies by day three. All typing is manual.40
Note systemsObsidian / Notion / OneNote / Evernote — no trade-show workflow, no camera pipeline, no OCR at capture time.39
Badge scanningLead retrieval / badge scan — organiser-provided, variable data quality, nothing about the conversation itself.38
Recording gearRode / Zoom H series / DJI Mic / Tascam — hardware route, not software competitors. Audio only, no filing.33
CRMHubSpot / Salesforce — downstream destination. Integration target, not a competitor.14
Post-productionDescript / Adobe Podcast Enhance — actively dissolving the hall-noise pain, for free. We don't compete on cleanup.13
AI recordersPlaud / Granola / Otter.ai / Fireflies — the most direct competitive direction, but thin coverage of the trade-show scenario.9
Card scannersCamCard and similar — criticised for handling one card at a time.5
06 — LIMITS OF THIS RESEARCH

Method

38 global queries × 3 sort orders. Three exclusion gates: narrative subs, serial posters, off-context threads. Comments pulled on the 450 most relevant threads. Proximity scored on trade-show terms against capture terms. Narrowed to target-audience subs → 722 records.

What this is not

Mention counts measure how many people posted about something online, not how much it hurts. Reddit skews toward English-speaking, technical, self-selecting users. Two methodology revisions were needed after the first pass scored purely on keyword counts. We are not claiming statistical representativeness.

The parts that argue against us

Reproduced from the research notes without editing. A page that only contained the findings supporting the product would not be worth reading.

"Records it clearly" is being dissolved
The author of the r/videography hall-recording post came back with an update: a low-gain lapel mic plus Adobe Podcast Enhance worked extremely well. Noise suppression is now commodity — free from Adobe, built into phones, built into devices like Plaud. The positioning should move from "records it clearly" to "you can find it again afterwards".
"Takes sharper photos" has no support
Of 39 photo items, the overwhelming majority are professional photographers asking about settings, not ordinary attendees complaining about blur. The one buyer who said half his photos were blurry cared about them being unsorted — the app he built himself has no image enhancement either. Removed from the value proposition.
A post proposing the same solution got no response
The 2025 r/sales post describing almost exactly this product — record the conversation, transcribe, summarise, next step — got 0 upvotes and 0 comments. In the same period, "I cannot remember who I met" got 24 upvotes and 94 comments. The difference is that one sold a solution and the other described a pain.
Willing to use is not willing to pay
A commenter on r/indiehackers said it directly: conference CRM is a classic category where plenty of people say they would use it and far fewer actually pay.
The vertical communities are tiny
r/tradeshows has 2,464 subscribers and r/eventprofs has 668, while r/sales has 590,000. Trade show professionals do not gather on Reddit, so the sample is inherently thin — and online acquisition through these channels may be poor.
No Chinese-language sample
Reddit only covers English-speaking communities. Buyers at domestic Chinese trade shows barely post there at all. Whether that scenario is structurally the same has to be verified through other channels before anything here is extrapolated to it.
Do not cite the 75% figure
One post claims 75% of leads go cold within 72 hours of a show. It is vendor content marketing with no source. It can inform the narrative; it cannot be cited as a fact.

If this research is why you're here, we'll send you one email when we launch.

Secondary analysis of public posts. Not a user study. Not affiliated with or endorsed by Reddit. Statements on this page are rewritten, not verbatim quotes.