Qdrant AIOtvoren-kodu baza podataka za vektorski za brzi i skalabilni pretragivanje sličnosti i uvjetno preuzimanje AI-a.
Pregled
Ključne značajke
- Pronalazak približno najbližih srodnika (HNSW)
- filtriranje podataka na osnovu sadržaja (payload)
- vodoravno skaliranje i šaržiranje (sharding)
- API-ji REST i gRPC
- Pomnožena usluga Qdrant Cloud (managed cloud)
- Integracije s LangChain i LlamaIndex
Cijene
- Model
- Freemium
- Kategorija
- Razvoj softvera
- Ocjena
- 4.4 / 5 (5)
Slučajevi uporabe
Generacija s uvezdžavanjem uključenjem u RAG tokove za LLM-a
Zadržavajte i upražnjavajte uvezdžavanje za osmišljavanje konteksta za LLM-a, koristeći integraciju s LangChain i LlamaIndex za osmišljavanje tokova RAG-a.
Pretraga po značenju u velikim skupovima podataka
Indikirajte visoke-dimenzionalne uvezdžavanja sa sadržajem za omogućavanje brzih i filtriranog uvjetno pretraživajućih po dokumentima, proizvodima ili medijima na velikim skalama.
Sistemi za preporuke
Koristite približno najbliža srodnika potpora kombinirana s filtrom sadržaja za podizanje personaliziranih preporuka temeljeno na korisnikovim ili predmetnimuvezdžavanjima.
Upozorenja na anomalije kod uvezdžavanja
Identificirajte izdanci unutar visokodimenzionalne datoteke uporedivanje sličnosti uvezdžavanja, podržavajući izdane kao što su uvezdžavanje, sigurnost ili kvalitetu kontrolu radne opterećenjima.
Prednosti i nedostaci
Prednosti
- Otvoren-kodna licenca sa davanjem dopuštenja (permissive license)
- Visoka performanse zahvaljujući implementaciji u Rust-u
- Riži filtriranje kombinirano s pretragom vektora
- Opcije usluge izvorne (managed cloud) i samohostirane
- Visoka integracija u ekosustavu
Nedostaci
- Potrebna je poznavnost vektorskih uvezdžavanja (vector embeddings)
- Operativne prilike potrebno je prilagoditi na vrlo velikim skalama
- Manje pogodnosti za poduzeća nego kod nekih komercijalnih rivala (commercial rivals)
Recenzije
Prosjek iz 5 ocjena.
Prijavi se za ostavljanje recenzije.
Solid for our team
We rolled this out across the team last quarter and high performance due to Rust implementation. REST and gRPC APIs fits neatly into how we already work, and horizontal scaling and sharding removed a step we used to do by hand. but it has held up under daily use.
Use it every day
Honestly didn't expect to like it this much. Payload-based metadata filtering is exactly what I needed, and open-source with a permissive license. I do wish requires familiarity with vector embeddings, but I reach for it almost every day now and it just clicks.
Solid for our team
We rolled this out across the team last quarter and managed cloud and self-hosted options. Horizontal scaling and sharding fits neatly into how we already work, and horizontal scaling and sharding removed a step we used to do by hand. but it has held up under daily use.
Skeptical, then convinced
I went in skeptical — most tools in this space overpromise. It actually delivers on rEST and gRPC APIs, and high performance due to Rust implementation caught me off guard. Fewer enterprise features than some commercial rivals is why this isn't a perfect score, still, I'd recommend giving it a real trial.
Years in this space
I've evaluated a lot of these over the years. What stands out here is payload-based metadata filtering — handled better than most — and open-source with a permissive license. Fewer enterprise features than some commercial rivals is my one real gripe. Worth the time if this is your use case.
Pitanja
How Is Billing Calculated Month-to-Month?
Billing is calculated based on actual resource usage during the billing period. You're charged for compute (vCPU), memory (GB), storage (GB) consumed by your clusters, storage (GB) consumed by backups, and used inference tokens of paid models. Usage is billed hourly, and you can monitor it through the Qdrant Cloud dashboard.
Asked by Xiomara Delgado · Dec 6, 2025
What's the Difference Between Managed, Hybrid, and Private Cloud?
Managed Cloud is fully managed by Qdrant. Hybrid Cloud lets you bring your own infrastructure while using Qdrant's management plane. Private Cloud gives you complete control with on-premise deployment.
Asked by Wesley Adekunle · Nov 8, 2025
How Do I Choose Between Free Tier and Standard Tier?
The Free Tier is ideal for testing, and prototypes being limited to 1GB RAM and 4GB disk without high availability. Choose the Standard Tier for workloads that require dedicated clusters, higher availability, and advanced features.
Asked by Ingrid Bauer · Oct 28, 2025
What Happens if I Exceed Free Tier Limits?
If your data size growth exceeds the Free Tier limits (1GB RAM and 4GB disk), you can easily upgrade to a Standard Tier and scale up your cluster.
Asked by Kwame Mensah · Sep 28, 2025
How Does Qdrant Cloud Pricing Work?
Qdrant Cloud pricing is based on resource usage, if you have a bigger cluster, you pay for more. The free tier includes 1GB RAM and 4GB disk storage, upgrading will get you a dedicated cluster.
Asked by Farah Rahimi · Sep 28, 2025
Postavi pitanje
Alternative za Razvoj softvera
Rectify
Razvoj softvera
Inteligentni asistent za izradu grešaka koji pomaže razvojcima brzo otkriti i popraviti greške u kodu generiranom od strane AI-a.
SwarmStack
Razvoj softvera
Aglomeração AI agenta za planiranje proizvoda, okviravanje, i preporuke za izgradnju
Warp AI
Razvoj softvera
Terminalna ploča nadopunjena inteligentnim sustavima koje pretvara naravna razgovor u naredbe terminala i spletke.
LeanSentry
Razvoj softvera
Al-powered diagnostika i nadzor za problematika IIS i ASP.NET performansi.
CopyChecker AI Reverse Image Search
Razvoj softvera
Pojam pretraživanja slika da se izdole originalne izvore ili otkrijte duplikate ili bliske-prijemnice.
OG Pilot
Razvoj softvera
Jednostavna generacija Open Graph slike u jednom kliknu pribržavajuće i bolje izgledajuće prikaz linkova.
Plexe
Razvoj softvera
Gradite prilagođene modele strojne učenja iz prirodnoga teksta
Wrapifai
Razvoj softvera
Gradite no-codovite mini AI alate za privlačenje SEO prometa i zadržavanje priloga.
Trending now
Reducto AI
Platforme za razvoj inteligentnih agenata AI
API za inteligenciju dokumenata koji parsira, dijeli, OCR-uje i iskreće strukturirane podatke iz složnih PDF-a, dijaloga i tablica s podacima.
AdCrier
Marketing i Oglašavanje
Sponzirani odgovori, plaća po klik
Biology AI
Odjeljak za obuku inteligentnih sustava
Točno pomoć pri domaćem radu s potpunim objašnjima
Pin AI
Automatizacija radnog protoka
Recruiterski agent koji automatisira pristupanje kandidatima, ekraniranje i outreach kako bi ubrzao proces zaposljavanja.