New startup ideas · B2B, security and compliance · B2B SaaS
startup idea
Stocklight
A demand forecasting model any small merchant can self-serve, any app can embed.
Stocklight is a subscription forecasting layer for small merchants who make, move or sell physical goods: connect a store, a POS or a wholesale ledger and get SKU-level demand, reorder points and stockout risk that account for promotions, seasonality and local events.
- Software subscription
- Small business
- $10-100B market
- Platform others build on
- Global from day one
4/5
venture judge
10
similar startups, last 2 years (41 all-time)
82%
of 4 nearest real companies still alive
yes
8 matching federal grants and programs
Direction supported by government programs and grants
Scorecard
One score that balances how trendy the idea is, the demand for it and its potential for 100x, with competition measured relative to every other idea in the catalog. Recent startup trends first, government priorities second.
58
Idea Score, 0-100 · raw 35.4 x 1.64
Crowded
competition: more crowded than 72% of ideas · headwind x0.64
+2.7
government priorities, secondary (15 matching grants)
Trend
35
Is the wave forming now? 2025-26 entrants vs 2023-24, rounds since 2025, the sector's live-batch direction, the 2026 trend analyst.
- Entrants 2025-26 vs 2023-24 (similar companies)48
- Rounds announced 2025+ in the sector93
- Sector direction (live batch)0
- 2026 trend analyst0
Demand
50
Does anyone want it? YC's current RFS, companies already paid for something similar, the operator judge, founders' yes-rate in decks, readers who would run the test.
- YC asks for it (current RFS: idea / sector)0
- Someone already pays (similar companies, recent / all-time)100
- Operator judge: real pain50
100x potential
76
Can it return a fund? The venture judge (double weight), market-size and moat axes, neighbours still alive, the technologist judge.
- Venture judge75
- Market size axis67
- Moat axis100
- Neighbours still alive67
- Technologist judge75
Score = 100 x cbrt(Trend x Demand x 100x) x (1 - 0.5 x crowding) + government bonus (max 5), calibrated so the 95th-percentile idea scores 90 (order never changes). A geometric mean: a weak pillar cannot be papered over. Percentiles are among the 272 ideas in the catalog; the terms matched were demand, forecasting, model, merchant, self-serve, subscription, merchants, move.
The idea in full
- What
- Stocklight is a subscription forecasting layer for small merchants who make, move or sell physical goods: connect a store, a POS or a wholesale ledger and get SKU-level demand, reorder points and stockout risk that account for promotions, seasonality and local events. Under it is a transfer-learned demand model trained across thousands of small catalogs, which is why a merchant with eighteen months of thin history still gets a usable forecast on day one. The same model is exposed as an embeddable API so vertical SaaS vendors, 3PLs and agent builders ship forecasting inside their own products under revenue share.
- Why now
- Booko (YC W26) is pitching dynamic pricing for the whole economy and Bizmark (YC S26) an OS for physical-goods companies, while Smartbase, an AI-native ERP for manufacturers, went dead in 2026: the demand signal is fundable but the full-system-of-record approach is not.
- Wedge: first customer and entry point
- Shopify and Lightspeed merchants doing $1M-10M a year in a single category such as specialty food: self-serve install, one number on the dashboard, cash freed from overstock in the first quarter, $199 a month.
- Path to 100x
- Small-business commerce and inventory software is a $10-100B market, and a forecasting primitive is used by every merchant and every app serving them, so distribution multiplies through partners rather than sales headcount. The moat compounds: every connected catalog improves priors for cold-start merchants, so the accuracy gap over a new entrant widens exactly where small merchants have the least data of their own.
- Ceiling
- Forecasting may be a feature, not a platform, in which case it gets bundled into commerce suites at near-zero price.
- Closest real companies, as the generator saw them
- Booko prices goods dynamically and FeatureBox AI recovers CPG revenue at retail; Stocklight sells the forecast itself as a component rather than a full application, which is why it can be inside a competitor's product instead of against it. Smartbase and Instanture both died selling all-in-one operations suites to the same buyer.
- Main risk
- Commerce platforms ship a good-enough native forecast for free and the embeddable layer loses its reason to exist.
Five judges
Each judge scores every idea in the catalog with a named rubric; the venture judge decides whether a card is shown at all (4-5 is venture-grade).
Venture investor
4/5
Cold-start priors improving with every connected catalog is compounding data, and the embeddable API distributes through partners instead of headcount.
Bootstrapper
3/5
Self-serve $199 a month at software margins is affordable to build, but a free native Shopify forecast collapses the price overnight.
Operator
3/5
Overstock cash is genuinely expensive for a $1M-10M merchant, but at $199 a month forecasting reads as a feature commerce suites will bundle.
Technologist
4/5
Transfer-learned priors across thousands of catalogs give cold-start merchants accuracy a new entrant cannot buy, and the gap widens per connection.
Risk
2/5
Connects through Shopify and Lightspeed, and the card concedes a free native forecast from those same platforms removes its reason to exist.
trends
1/5
Transfer-learned SKU forecasting for Shopify merchants was equally possible in 2023, and a dead ERP competitor is not evidence of an opening window.
Similar startups in the directory
Companies whose pitch matches most of the idea's terms (demand, forecasting, model, merchant, self-serve, subscription, merchants, move): 41 all-time, 10 from the last two years. Same matching as Idea Check.
Recover failed subscription payments to increase retention and LTV
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The autonomous back-of-house for restaurants.
AI That Operates Energy Infrastructure
AI Cost Management: Track and attribute AI spend across every provider
Database of every product on the internet
Bringing AI to real world intelligence powering Enterprise decision-making.
Subscription leasing for e-commerce merchants.
All-in-one crypto payment platform that enables merchants to easily manage subscriptions, send invoices and track spending.
Agent simulation and RL for researchers
AI powered holistic intelligence and workflow automation suite for Procurement & Supply Chain (P2P, S2C)
Powerful quantitative forecasting models
The generator's reference companies
Real companies the model named as closest when it wrote the card, with their fate. A check mark is a company the radar could verify in its directory.
Public money in this direction
US federal grants, SBIR/STTR awards and open opportunities from the radar's public-money feed, matched to the idea's terms; the sector totals give the context.
8
grants and programs matching the idea
15
startup-relevant grants in B2B SaaS
$3M
awarded in the sector, tracked
5
opportunities open now in the sector
- I-Corps: Translation Potential of Wearable Biomechanics Assessment for Mobility Evaluationawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-08-20
- I-Corps: Translation potential of an Artificial Intelligence (AI) platform for power system decision makingawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-07-30
- I-Corps: Translation potential of an Artificial Intelligence-driven electricity market optimization platformawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-07-17
- Collaborative Research: Kinetic Energy Storage and Release for High-Power Robotic Jumps and Maneuversawardmedium relevance
National Science Foundation · FRR-Foundationl Rsrch Robotics · $307K · posted 2026-08-20
- EPSCoR Research Fellows: @NSF: Integrating Physical Principles and Learning for Safe and Reliable Locomotion of Legged Robotsawardmedium relevance
National Science Foundation · EPSCoR RII: EPSCoR Research Fe · $300K · posted 2026-08-18
- EPSCoR Research Fellows: NSF: Integrating GeoAI and Spatiotemporal Analytics to Model Demand, Supply, and Predictive Trends in the Engineering Workforceawardmedium relevance
National Science Foundation · EPSCoR RII: EPSCoR Research Fe · $237K · posted 2026-08-17
National Science Foundation · MSPA-INTERDISCIPLINARY · $558K · posted 2026-08-12
- CAREER: Q-GRID: Transforming Next-Generation Power Grid Computation with a Unified Quantum-Classical Paradigmawardmedium relevance
National Science Foundation · EPCL: Energy, Power, Control, · $520K · posted 2026-08-10
Market signal
What the radar sees in B2B SaaS: new companies by cohort year, the forming YC batch, and outcomes since the February snapshot.
B2B SaaS · 181 → 198 → 204 → 116 → 75 new companies 2022 → 2026 · 92% aliveYC S26: 9 in this cluster, 4% of the batch (was 4% in X26) (F26 is still forming: 21 listed)Since February, of 756 YC companies here: 10 acquired, 9 shut down, 72 rewrote their pitch
Design attributes
The card is one cell of a designed set: every axis below was chosen before the text was written, and the text had to realize it.
- Buyer
- Small business
- Business model
- Software subscription
- Path to 100x
- Platform others build on
- Market size
- $10-100B market
- Capital intensity
- Capital-light (software margins)
- Speed to revenue
- Revenue in 1-3 years
- Technical depth
- Deep tech: ML, hardware, bio
- Go-to-market
- Self-serve
- Moat
- Data moat
- Geography
- Global from day one
- Regulation
- Unregulated
- Vibe
- Hot space
Listed under
An idea sits in its own sector and in any sector its text clearly touches.
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