Fermentation timing
Feeding schedules that fit real days.
Opportunity score
3,848 / 10k
Niche, but buildable. Small audience, low noise.
Rank
#137
Gap
A
Demand
0
170 contestable searches a month across 3 related keywords.
Momentum
28
Last three months ran down 26.7% against the three before, seasonality smoothed out.
Competition gap
86
11 real products rank on page one for this, ad competition 0.00.
Crowd
n/a
Only 2 rankings so far, not counted until 5.
Willingness to pay
55
Advertisers pay $2.75 a click for this search — some money moves here.
What this score is based on
evidence checked 9/28/2026
- Search demand verified against Google Ads data
- 12 months of search history
- 3 related keywords clustered
- No firsthand pain signals collected yet
- 11 competitors analyzed from page-one results
- 2 crowd rankings from builders
Search demand comes from Google Ads data via DataForSEO and refreshes daily. Competitors come from a live scan of page-one results. Crowd input comes from builders ranking ideas 1-2-3 on the market.
Keyword cluster
3 keywords · 170 searches a month combined
Demand counts the whole cluster: 170 searches a month across every relevant way people look for this problem. The intent label on each keyword tells you how close that searcher is to wanting software.
| Keyword | Intent | Searches | CPC | Ad comp. |
|---|---|---|---|---|
| sourdough app | wants a tool | 110 | - | 0.01 |
| sourdough starter app | wants a tool | 40 | - | 0.01 |
| baker's percentage calculator sourdough | wants a tool | 20 | - | 0.05 |
CPC is what an advertiser pays Google for one click on that phrase — a rough price tag on how valuable the visitor is. Ad comp. runs 0 to 1 and is how full the ad auction is: near 1 means advertisers are fighting over it (money is there, but ranking is hard), near 0 means almost nobody bids.
Who has the problem
Sourdough feeding schedules often conflict with daily life, leading to neglected or overfed starters. Bakers struggle to adapt generic timing recommendations to their unique schedules and starter needs.
- Who experiences it
- A home baker managing an active sourdough starter.
- When it happens
- They need to plan their sourdough starter's feeding schedule around an unpredictable daily routine.
- How often
- This occurs weekly or multiple times a week for active bakers.
- What they do today
- They use manual calculations or general timing guides, which fail to adapt to real-life interruptions or varying starter activity.
Read off 3 search phrases, 9/28/2026.
Why now
Demand is cooling; build only if you have an angle the incumbents lack.
Demand is steady year over year
87 a month twelve months ago → 87 now for "sourdough app".
Cooling 27% over the last quarter
Last three months of searches against the three before them.
Peaks in January
Demand swings 143% across the year, so ship roughly two months before January.
Advertisers pay $2.75 a click here
Buying this intent instead of ranking for it would run roughly $140 a month — money is already chasing these searches.
7 real products on page one
Alongside 4 articles and reference pages, which is room a focused tool can take.
Search data
verified · dataforseo:us · refreshed 9/28/2026
- Lead keyword
- sourdough app
- Cluster volume
- 170 / mo
- across 3 related keywords; lead phrase is 110 / mo
- CPC
- $2.75
- what an advertiser pays for one click here
- Ad competition
- 0.00
- 0-1 scale: barely any advertisers bidding
Opportunity score 3,848 = 40% contestable search demand (170 a month across 3 keywords) + 25% how open the competition still is (11 products on page one) + 15% momentum (last three months vs the three before, capped so one bucketed month can't swing it) + 10% willingness to pay ($2.75 a click) + 10% crowd rankings (Elo 1500, 2 head-to-heads, weighted by how many votes exist). Anything we can't measure is dropped and the rest re-weighted, so a blank signal never counts as an average one. Search data refreshes daily from Google Ads via DataForSEO.
Monthly searches for "sourdough app"
2 votes · demand from dataforseo:us, updated 9/28/2026
Peak 165 · latest 87 · low 68 searches a month
Google reports monthly volume in fixed buckets (…27,100 · 33,100 · 40,500 · 49,500), so steady months land on the exact same number. Weekly data isn't published.
This chart tracks the single lead phrase. The demand score uses the whole cluster of 3 related phrases (170 searches a month), listed below.
Revenue potential
estimate, not a promise
Priced and converted as a prosumer subscription — the funnel below changes with that model, because a freemium consumer app and a B2B tool convert nothing alike.
MRR by month 12
$5 – $31
0–2 paying users · +0–0 new a month at 5% churn
Year-one run rate
$61 – $367
the month-12 number annualised — you earn less than this during the ramp
Price
$17/mo
same price as the business model below
24-month projection
log scale
Month 24 · hover to scrub
The two solid lines are the range above: a slow build and good execution on a slice of this demand. The dashed line is the breakout — you become the default answer for this problem, take roughly a quarter of the intent, convert far better because people arrive already sold, and churn halves. That's the outcome worth chasing, and it's about $557 a month by month 24 (82 paying users). Most ideas land on the bottom line; the point of the chart is that the ceiling isn't the estimate.
How we got there
- 170 cluster searches a month, 1.6x for app stores and word of mouth.
- You reach 1.0-6.0% of that, scaled by ad competition 0.00.
- 10% of visitors sign up, 12% of those pay. Trial-led: people arrive already shopping, so trial-to-paid runs high.
- That wins 0-0 new subscribers a month. Stack 12 months of that against 5% monthly churn and you're holding 0-2 paying users by month 12.
- Price $17/mo, taken from the business model below.
Who already builds this
7 real products · 4 articles, explainers and store pages · scanned daily on Google for "sourdough app"
7 real products own this search. Everything else on page one is a roundup, review post or explainer, listed separately below.
Ranks #9 on Google for "sourdough app".
kingarthurbaking.com · from live Google results · verified Aug 18
- #10Loaflo
Ranks #10 on Google for "sourdough starter app".
loaflo.app · from live Google results · verified Aug 18
- #11Homebaker
Ranks #11 on Google for "sourdough starter app".
homebaker.app · from live Google results · verified Aug 18
- #12Miette App
Ranks #12 on Google for "sourdough app".
miette-app.com · from live Google results · verified Aug 18
- #13Thefreshloaf
Ranks #13 on Google for "sourdough starter app".
thefreshloaf.com · from live Google results · verified Aug 18
- #14Sourdoughai
Ranks #14 on Google for "sourdough starter app".
sourdoughai.app · from live Google results · verified Aug 18
Ranks #18 on Google for "sourdough app".
sourdoughbreadrecipe.com.au · from live Google results · verified Aug 18
Also ranking, but not products (4)
Roundups, review posts, explainers and store pages. They compete for the search, not for the job — they don't count against the competition gap.
- #4UnclassifiedSourdough Bread Loafhackerloafhacker.com
- #5ArticleBest Sourdough Apps (2026): Top iPhone & iPad Pickssourdoughforge.com
- #7UnclassifiedWelcome to Risebakewithrise.com
- #13Article6 Bread-Baking Apps for a Calming Sourdough Ritualmakeuseof.com
Likely business model
willingness to pay 46/100
Prosumer subscription
People are actively shopping for a tool here, so charge from day one.
Price to test · from ad click value
$7–$27/mo
No competitor pricing page was readable, so this band comes from what a click on this intent costs advertisers ($2.75) — a starting price to test, not a proven one.
What to charge for
Trial then subscribe. This crowd is already comparing paid tools, so ask for the card early rather than running a wide free tier.
What this data can't tell you
- · Nobody's published price backs this band yet — treat the number as a test, and put a price up in week one to find out.
Willingness-to-pay evidence
- Advertisers pay $2.75 a click for this intent — real money already chases it.
- 67% of the 3-keyword cluster is commercial-intent wording (best, app, pricing, alternative).
- Ad competition 0.00 — few advertisers fighting for it.