Pionex scores 7 points above Hummingbot, led by reliability. Pionex ranks #2 and Hummingbot #5 of 9 published trading bots. Every term of the gap is on the ledger below; the inputs are on the audit receipt.
PIPionex68
vs
HUHummingbot61
Scores are out of 100; published scores fall within 41–99 · ranks #2 and #5 of 9
Pionex scores 7 points above Hummingbot, led by reliability.
PIPionex #2 of 968
HUHummingbot #5 of 961
Scores are out of 100; published scores fall within 41–99; a bar is empty at 41 and full at 99.
Why, term by termPionex leads on 1 of 4 published criteria; Hummingbot on 3. The terms sum to the gap.
TermPionexHummingbotWeightPoints
Custody3/109/107.2−11.2for Hummingbot−5.8 of 32
True cost4/109/106.2−8.1for Hummingbot−4.2 of 32
Capability4/108/105.8−6.0for Hummingbot−3.1 of 32
Reliability6/105/104.8+1.2for Pionex+0.6 of 32
AvailabilityScore dimension201420+15.6for Pionex
FrictionScore dimension6.70.710+15.6for Pionex
Net of the terms+7.1
Criteria roundingThe criteria block is rounded to whole points before it is spread−0.1
Reproduced gap+7.0
Weight is in points of the 86-point weighted total. Points are score points of the gap between the two.
Pionex's lead rests on lighter criteria: Hummingbot is ahead on custody, which carries more weight (30) than any criterion Pionex leads on (20).
PionexScore 68Built-in bot exchange — trading bots without API-key setupStrength: Beginners trying bot trading without API-key setupWatch-out: Custodial — Pionex holds your funds while bots executeHummingbotScore 61Open-source market-making framework with the widest connector surfaceStrength: Market making and liquidity provisionWatch-out: Community-maintained connectors can silently rot on thinner venues — broken cancellation is worse than broken placement
Quick facts
At a glance
FactPionexHummingbot
PricingSnapshotBuilt-in bots carry no separate subscription or activation fee. Every order a bot fills pays the trading fee for that market. The Pionex fee schedule lists spot maker 0.050% and taker 0.050%, leveraged tokens 0.100% and 0.100%, and futures maker 0.020% and taker 0.050%, with lower fees for VIP tiers. A completed grid cycle pays fees on both the buy and the sell fill, and perpetual futures add funding. Custodial: Pionex is the exchange, and its terms allow it to place user assets with external providers ‘to custody and safekeep all or part of your digital assets’. US users trade on Webot (formerly Pionex.US), whose fee page states taker 0.5% and maker 0.1%. The May 2025 multistate consent order previously cited could not be re-read at a primary source on 14 September 2026 and is not asserted here.Free and open source under Apache 2.0 — no subscription, licence or token purchase. The economics to understand: the Foundation is funded partly by exchange fee-share on order flow routed through its connectors (disclosed in its FAQ), so your trading indirectly funds the maintainer. Direct costs are your infrastructure and exchange fees. Re-read 2026-09-09: the FAQ still states "Hummingbot is a free software, so you can download, install, and run it for free", under Apache 2.0.
Asset coverageEditorialSpot pairs across major and mid-cap assets; 16 native bot typesMarket-making and algorithmic strategies across CEXs, perp DEXs and onchain markets
Region fitSnapshotus, europe, globalglobal
From the published criteria
Which should you pick?
PI
Pionex
68#2 of 9
Leads
Pick it when
Pick Pionex if reliability matters most — it scores 6/10 to Hummingbot's 5/10 there (weight 20).
Strength
Beginners trying bot trading without API-key setup
Tradeoff
Custodial — Pionex holds your funds while bots execute
HU
Hummingbot
61#5 of 9
Pick it when
Pick Hummingbot if custody matters most — it scores 9/10 to Pionex's 3/10 there (weight 30).
Strength
Market making and liquidity provision
Tradeoff
Community-maintained connectors can silently rot on thinner venues — broken cancellation is worse than broken placement
Self-identify in 10 seconds
Which one is actually for you?
PIPionexLeads
Choose Pionex if reliability matters most
Reliability: 6/10 against 5/10 for Hummingbot (weight 20)
PionexScore 68Built-in bot exchange — trading bots without API-key setupStrength: Beginners trying bot trading without API-key setupWatch-out: Custodial — Pionex holds your funds while bots execute
HUHummingbot
Choose Hummingbot if custody matters most
Custody: 9/10 against 3/10 for Pionex (weight 30)
True cost: 9/10 against 4/10 for Pionex (weight 26)
Capability: 8/10 against 4/10 for Pionex (weight 24)
HummingbotScore 61Open-source market-making framework with the widest connector surfaceStrength: Market making and liquidity provisionWatch-out: Community-maintained connectors can silently rot on thinner venues — broken cancellation is worse than broken placement
Criterion by criterion
Scorecard
Published criteria · weight in points of 868 of 8 cells scored. Strength is read from the evidence file; the weight is the published one. Methodology
Custody
by 6 of 10weight 7.2 of 86Hummingbot leads
Pionex3/10 out of 10
Hummingbot9/10 out of 10
True cost
by 5 of 10weight 6.2 of 86Hummingbot leads
Pionex4/10 out of 10
Hummingbot9/10 out of 10
Capability
by 4 of 10weight 5.8 of 86Hummingbot leads
Pionex4/10 out of 10
Hummingbot8/10 out of 10
Reliability
by 1 of 10weight 4.8 of 86Pionex leads
Pionex6/10 out of 10
Hummingbot5/10 out of 10
Score dimensions
weights sum to 86
The published score is five dimensions, each weighted for the category. "Published criteria" is the criteria block above; the other four are the engine's own terms — availability, friction, trust record, measured data. Each bar is one side's points out of that dimension's maximum; the weight beside the name is its points of the 86-point weighted total. The published criteria above can fill 24 of the block’s 30.
Availabilityweight 20 of 86
Pionex20/20Hummingbot14/20
Pionex leads
Published criteriaweight 30 of 86
Pionex9.8/30Hummingbot19.1/30
Hummingbot leads
Frictionweight 10 of 86
Pionex6.7/10Hummingbot0.7/10
Pionex leads
Trust recordweight 8 of 86
Pionex3.2/8Hummingbot3.2/8
Tie
Measured dataweight 18 of 86
Pionex8.3/18Hummingbot8.3/18
Tie
Decision rulePublished order
Choose Pionex unless the term Hummingbot leads on is the one you are buying.
Pick Hummingbot if custody matters most — it scores 9/10 to Pionex's 3/10 there (weight 30).
The published order weighs every criterion the same way for everyone. To weigh them your way, run .
From the published order
Next best action
If this isn't your case
Other matchups worth comparing
How you can lose money here, and what the ranking scores
Liveness failure: the operator stops, censors you or loses data.
Scored by Operational reliability · 20% (Pionex 6/10, Hummingbot 5/10)
Custody failure: whoever holds the assets loses or withholds them.
Also scored, as cost, quality or a summary of several families: True cost of operation (26%), Strategy capability (24%).
Questions
Frequently asked questions
Pionex scores 7 points above Hummingbot, led by reliability. Published scores, out of 100: Pionex 68 (rank 2 of 9 trading bots), Hummingbot 61 (rank 5 of 9).
Reviewed means both products compared here was read against its sources on or after that date; every ranked category is re-read at least every 45 days. Models research, extract and parse. A deterministic engine ranks. Every quote passes an adversarial refute pass.
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