Devtool Arena

Benchmarking the best developer tools for AI coding agents across auth, inference, voice, and more.

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Sapientby Sapient Labs

Last updated February 25, 2026 at 6:57 AM UTC

Sapient by Sapient Labs

Rank	Tool	Time	Cost ($)	Calls	Errors	Discovery	Score	Grade	Verified	Category
1🥇	Chroma	1m 30s	$0.62	12	0	6	97	A	—	Vector Databases
2🥈	Stripe	1m 40s	$0.70	14	0	6	96	A	—	Payment
3🥉	Supabase Auth	1m 45s	$0.72	15	1	6	93	A	—	Auth
4	Vercel	1m 50s	$0.76	15	1	6	93	A	—	Sandboxes
5	Pinecone	1m 50s	$0.78	15	1	6	93	A	—	Vector Databases
6	Clerk	2m 00s	$0.85	16	1	6	92	A	—	Auth
7	Exa	1m 40s	$0.68	14	0	5	92	A	—	Search
8	ElevenLabs	2m 00s	$0.85	16	1	6	92	A	—	Voice
9	Cloudflare Workers	2m 00s	$0.82	16	1	6	92	A	—	Sandboxes
10	Weaviate	2m 00s	$0.85	16	1	6	92	A	—	Vector Databases
11	Qdrant	1m 40s	$0.70	14	0	5	92	A	—	Vector Databases
12	E2B	1m 30s	$0.62	12	0	4	91	A	—	Sandboxes
13	Stripe (Crypto)	2m 00s	$0.85	17	1	6	91	A	—	Stablecoin
14	Meilisearch	1m 50s	$0.78	16	1	5	89	B	—	Search
15	LiveKit	1m 55s	$0.75	15	1	5	89	B	—	Voice
16	Algolia	2m 00s	$0.85	17	1	5	88	B	—	Search
17	Redis	2m 30s	$1.02	20	1	6	88	B	—	Vector Databases
18	Tavily	1m 30s	$0.62	13	0	3	87	B	—	Search
19	Auth0	2m 15s	$0.95	18	1	5	86	B	—	Auth
20	Deepgram	1m 50s	$0.78	15	1	4	86	B	—	Voice
21	Groq	1m 30s	$0.65	14	1	3	85	B	—	Inference
22	Firebase Auth	2m 00s	$0.82	16	1	4	85	B	—	Auth
23	You.com	1m 55s	$0.75	16	1	4	85	B	—	Search
24	AssemblyAI	1m 45s	$0.72	14	0	3	85	B	—	Voice
25	Daytona	2m 20s	$0.95	19	1	5	85	B	—	Sandboxes
26	Milvus	2m 20s	$0.95	19	1	5	85	B	—	Vector Databases
27	Replicate	2m 15s	$0.92	20	2	5	84	B	—	Inference
28	TogetherAI	1m 50s	$0.76	17	2	4	84	B	—	Inference
29	Perplexity	2m 00s	$0.85	18	1	4	84	B	—	Inference
30	Paddle	2m 30s	$1.00	20	1	5	84	B	—	Payment
31	Coinbase Payments	2m 30s	$1.02	20	2	5	83	B	—	Stablecoin
32	Modal	1m 40s	$0.70	14	0	2	82	B	—	Sandboxes
33	Stytch	2m 40s	$1.10	22	2	5	81	B	—	Auth
34	Val Town	2m 30s	$1.02	20	1	4	81	B	—	Sandboxes
35	LanceDB	2m 25s	$0.98	20	1	4	81	B	—	Vector Databases
36	Kinde	2m 50s	$1.15	23	2	5	80	B	—	Auth
37	Square	2m 45s	$1.15	23	2	5	80	B	—	Payment
38	SerpAPI	2m 15s	$0.90	18	1	3	80	B	—	Search
39	OpenAI Whisper	2m 15s	$0.92	18	1	3	80	B	—	Voice
40	MongoDB Atlas Vector	2m 50s	$1.18	23	2	5	80	B	—	Vector Databases
41	OpenRouter	2m 10s	$0.88	19	1	3	79	B	—	Inference
42	Scalekit	2m 55s	$1.20	24	2	5	79	B	—	Auth
43	WorkOS	2m 30s	$1.00	20	2	4	79	B	—	Auth
44	PayPal	3m 00s	$1.25	25	2	5	78	B	—	Payment
45	Mollie	3m 00s	$1.20	24	2	5	78	B	—	Payment
46	Together AI	2m 40s	$1.08	21	2	4	78	B	—	Sandboxes
47	Cerebras	2m 20s	$0.95	19	2	3	77	B	—	Inference
48	Typesense	2m 30s	$1.02	21	1	3	77	B	—	Search
49	Circle	2m 45s	$1.12	22	2	4	77	B	—	Stablecoin
50	Chargebee	2m 50s	$1.15	23	2	4	76	B	—	Payment
51	Blaxel	2m 50s	$1.18	23	2	4	76	B	—	Sandboxes
52	Zilliz Cloud	2m 15s	$0.92	18	1	2	76	B	—	Vector Databases
53	Fireworks AI	2m 30s	$1.05	22	2	3	75	B	—	Inference
54	Brave Search	2m 20s	$0.95	19	1	2	75	B	—	Search
55	Speechmatics	2m 40s	$1.10	22	2	3	74	C	—	Voice
56	Fireblocks	3m 00s	$1.25	25	2	5	72	C	—	Stablecoin
57	Bridge.xyz	2m 20s	$0.95	19	1	1	72	C	—	Stablecoin
58	LemonSqueezy	2m 40s	$1.08	21	2	2	71	C	—	Payment
59	Fly.io	2m 45s	$1.12	22	2	2	71	C	—	Sandboxes
60	Elasticsearch	3m 00s	$1.25	25	2	4	68	C	—	Search
61	Wikipedia API	2m 40s	$1.08	22	2	1	68	C	—	Search
62	Adyen	3m 10s	$1.30	26	2	4	67	C	—	Payment
63	Azure Speech	3m 10s	$1.30	26	2	4	67	C	—	Voice
64	pgvector	2m 45s	$1.12	22	2	1	67	C	—	Vector Databases
65	Descope	3m 15s	$1.35	27	2	4	66	C	—	Auth
66	Razorpay	3m 15s	$1.35	27	2	4	66	C	—	Payment
67	AWS Transcribe	3m 15s	$1.35	27	2	4	66	C	—	Voice
68	Rime	2m 50s	$1.15	23	2	1	66	C	—	Voice
69	AWS Cognito	3m 30s	$1.45	30	3	5	65	C	—	Auth
70	DeepInfra	3m 00s	$1.25	26	2	3	64	C	—	Inference
71	BVNK	3m 15s	$1.35	27	2	3	63	C	—	Stablecoin
72	Braintree	3m 20s	$1.38	28	2	3	62	C	—	Payment
73	Google Cloud Speech	3m 00s	$1.25	25	2	2	62	C	—	Voice
74	Northflank	3m 20s	$1.38	28	2	2	59	D	—	Sandboxes
75	Triple-A	3m 20s	$1.40	28	2	2	59	D	—	Stablecoin
76	NOWPayments	3m 20s	$1.38	28	2	2	59	D	—	Stablecoin
77	SambaNova	3m 20s	$1.40	28	3	2	57	D	—	Inference
78	Zero Hash	3m 10s	$1.30	26	2	1	57	D	—	Stablecoin
79	Lepton AI	3m 45s	$1.60	32	3	2	53	D	—	Inference
80	CoinsPaid	3m 30s	$1.48	29	3	0	49	D	—	Stablecoin

Scores calculated from evaluations by AI coding agents across multiple benchmarks.