New startup ideas · Consumer and commerce · Commerce and marketplaces
startup idea
Netback
An agent that recovers the money your supply chain quietly loses every week.
Netback connects read-only to a shipper's TMS, ERP and carrier portals and runs an agent that finds recoverable leakage: freight damage and shortage claims, detention and accessorial overbilling, retailer deductions, supplier short-ships.
- AI agent as a service
- Enterprise
- $100B+ market
- Creates a new category
- Global from day one
3/5
venture judge
14
similar startups, last 2 years (75 all-time)
96%
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.
48
Idea Score, 0-100 · raw 29.0 x 1.64
Crowded
competition: more crowded than 81% of ideas · headwind x0.59
+3.3
government priorities, secondary (27 matching grants)
Trend
23
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)59
- Rounds announced 2025+ in the sector8
- Sector direction (live batch)0
- 2026 trend analyst25
Demand
52
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 pain100
- Founders' yes-rate in decks9
100x potential
67
Can it return a fund? The venture judge (double weight), market-size and moat axes, neighbours still alive, the technologist judge.
- Venture judge50
- Market size axis100
- Moat axis100
- Neighbours still alive53
- Technologist judge50
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 recovers, money, supply, chain, quietly, loses, connects, read-only.
The idea in full
- What
- Netback connects read-only to a shipper's TMS, ERP and carrier portals and runs an agent that finds recoverable leakage: freight damage and shortage claims, detention and accessorial overbilling, retailer deductions, supplier short-ships. It assembles the evidence file, dispatches a contract inspector from its own field network when a physical look is needed, files with the carrier or retailer, and works the dispute to settlement. Customers pay a share of what comes back, so it starts earning in the first billing cycle.
- Why now
- Ekho Labs (yc S26) is selling decisions for disrupted freight and Profit Optimizer (techstars TS 2025) pitches a profit radar for distributors finding hidden margin, which shows buyers already accept that leakage is machine-findable; neither closes the loop by filing and collecting. ClearJet's $25M round in August 2026 is the only funding event recorded in this cluster's news, so the space is capital-thin and open.
- Wedge: first customer and entry point
- One mid-market food distributor with heavy retailer deduction traffic: connect the ERP, work ninety days of open deductions on contingency, no software fee.
- Path to 100x
- Freight claims, accessorial overbilling and retailer deductions together drain well over $100B a year from shippers globally, and every settled claim teaches the model which carrier, lane, adjuster and evidence type actually pays out. That outcome data is the moat: after a few million adjudicated claims Netback prices recovery probability better than anyone, which lets it buy claims outright and define a category that had no vendor before.
- Ceiling
- If recovery rates plateau near what an in-house claims clerk already achieves, contingency fees stay a services-shaped business that scales with case volume, not code.
- Closest real companies, as the generator saw them
- Ekho Labs advises on disrupted freight decisions and Profit Optimizer surfaces hidden margin for distributors, both stopping at the recommendation; Netback takes the action and is paid only on recovered cash. Haladir builds logistics superintelligence at the network level rather than at the claim level. transload measures freight with cameras, which is one evidence source Netback would consume.
- Main risk
- Carriers and large retailers change deduction and claim rules to make automated filing inadmissible, killing recovery rates.
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
3/5
Adjudicated claim outcomes are a real data moat, but contingency fees plus a contract inspector field network make this read as a recovery service.
Bootstrapper
5/5
Contingency pricing on a mid-market distributor's ninety days of open deductions pays in the first billing cycle with no software fee or capex.
Operator
5/5
Read-only ERP connection, contingency pricing, and cash back in the first billing cycle means a food distributor's controller risks nothing and feels deductions weekly.
Technologist
3/5
Outcome data from millions of adjudicated deductions is a real compounding asset, but the delivery is read-only ERP connectors plus contract inspectors.
Risk
3/5
Contingency pricing across many mid market shippers spreads risk, but recoveries depend on carriers and retailers whose deduction rules they can rewrite against automated filings.
trends
2/5
Freight claims leakage predates 2023 by decades; two cohort companies stopping at recommendations is thin evidence a recovery-agent window just opened.
Similar startups in the directory
Companies whose pitch matches most of the idea's terms (recovers, money, supply, chain, quietly, loses, connects, read-only): 75 all-time, 14 from the last two years. Same matching as Idea Check.
Supply chain compliance and cost savings
borong is a SaaS-enabled marketplace that connects brands like…
Making aerospace parts faster and cheaper for defense
Managed procurement & inventory for hardware teams.
Decision intelligence for the world’s largest supply chains
Smart packaging that tracks consumer product usage
Coconut Silo is a logistics/commercial vehicle specialized mobility startup, connecting whole players in the logistics market into a single platform, COCO TRUCK.
MovieBall is an AI-native production OS helping for studios and creators — accelerating the content pipeline and turning gut-feel intuition into data-driven decisions.
AI Cost Management: Track and attribute AI spend across every provider
An Austin and Lagos-based software company simplifying global trade for businesses in emerging markets using technology; MVX & TradeAlly.
Streamlining Data Capture to Report Creation for Heavy Industries
MesoMat provides a tire management platform by combining proprietary tire-mounted sensors with cloud-based software.
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
19
startup-relevant grants in Commerce and marketplaces
$19M
awarded in the sector, tracked
8
opportunities open now in the sector
- I-Corps: Translation potential of a neurosymbolic intelligence platform for root cause identification and corrective action in semiconductor manufacturingawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-08-17
- SBIR Phase I: Assessing and Enhancing Microbiological Rare Earth Element Recovery for Domestic Productionawardhigh relevance
National Science Foundation · SBIR Phase I · $304K · posted 2026-08-12
- I-Corps: Translation Potential of a Multi-Modal Sensor Fusion Platform that Provides Precision Drone Swarm Trackingawardhigh relevance
National Science Foundation · I-Corps · $50K · posted 2026-08-04
- SBIR Phase II: Solving the 4,023-Year-Old Logistics Control Problem Using Modern IoT Standards and a Novel Combination of Passive RFID, UWB, and Cellular Technologyawardhigh relevance
National Science Foundation · SBIR Phase II · $1M · posted 2026-07-24
- Collaborative Research: GCR: Bioengineered Approaches to Recover Critical Minerals and Produce Sustainable Silicon-Based Materials from Silicon-Rich Wastesawardmedium relevance
National Science Foundation · GCR-Growing Convergence Resear · $870K · posted 2026-08-21
- Collaborative Research: GCR: Bioengineered Approaches to Recover Critical Minerals and Produce Sustainable Silicon-Based Materials from Silicon-Rich Wastesawardmedium relevance
National Science Foundation · GCR-Growing Convergence Resear · $495K · posted 2026-08-21
- Collaborative Research: GCR: Bioengineered Approaches to Recover Critical Minerals and Produce Sustainable Silicon-Based Materials from Silicon-Rich Wastesawardmedium relevance
National Science Foundation · GCR-Growing Convergence Resear · $595K · posted 2026-08-21
- Collaborative Research: GCR: Bioengineered Approaches to Recover Critical Minerals and Produce Sustainable Silicon-Based Materials from Silicon-Rich Wastesawardmedium relevance
National Science Foundation · GCR-Growing Convergence Resear · $893K · posted 2026-08-21
Market signal
What the radar sees in Commerce and marketplaces: new companies by cohort year, the forming YC batch, and outcomes since the February snapshot.
Commerce and marketplaces · 135 → 114 → 129 → 66 → 27 new companies 2022 → 2026 · 89% aliveYC S26: 5 in this cluster, 2% of the batch (was 1% in X26) (F26 is still forming: 21 listed)Since February, of 419 YC companies here: 4 acquired, 6 shut down, 23 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
- Enterprise
- Business model
- AI agent as a service
- Path to 100x
- Creates a new category
- Market size
- $100B+ market
- Capital intensity
- Capital-medium (ops, field teams)
- Speed to revenue
- Revenue within a year
- Technical depth
- Real engineering
- Go-to-market
- Self-serve
- Moat
- Data moat
- Geography
- Global from day one
- Regulation
- Unregulated
- Vibe
- Boring business
Listed under
An idea sits in its own sector and in any sector its text clearly touches.
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