LangChain
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LangChain acelera el desarrollo de aplicaciones basadas en modelos de lenguaje grande (LLM): chatbots, agentes, RAG y flujos multi‑paso. Su arquitectura modular —Prompts, LLM, Chains, Memory y Tools— reduce semanas de trabajo a días.
Itrion orquesta 160 workflows LangChain en producción, sirviendo 1,3 mil M llamadas LLM al año con una latencia P95 de 850 ms.
160
Workflows activos
1.3 B
LLM calls/año
850 ms
Latencia P95
99,9 %
Disponibilidad SLA
Ventajas clave de LangChain
Prompts, Chains, Memory listos
Texto, audio, visión, vectores
OpenAI, Anthropic, HF Hub…
Agents, Tools, Callbacks
Módulos LangChain esenciales
| Módulo | Propósito | Aporte Itrion |
|---|---|---|
| LLM | Conexión modelos (OpenAI, LLama2) | Balanceo multi‑vendor + fallback |
| Prompt Templates | Estructura mensajes system/user | Librería prompts auditados IA Act UE |
| Chains | Secuencias pasos LLM/funciones | Cadenas custom con control de coste |
| Memory | Contexto conversacional | RedisStreams + cifrado AES‑GCM |
| Tools & Agents | RAG, SQL, navegadores | Toolset propio para SAP, Jira, SharePoint |
Pipeline RAG Itrion (Retrieval‑Augmented Generation)
Tiempo fin‑a‑fin ‑ < 1,2 s en 10 k docs, coste ≈ 0,002 € / consulta.
Fortalezas de Itrion con LangChain
Razones para elegir Itrion
- • Go‑live en 10 días: RAG corporativo listo con F1 > 0,85 y coste < 0,003 € / consulta.
- • Compliance IA Act: prompts, logs y evidencias preparados para auditoría Art. 28.
- • Escalabilidad serverless: autoscaling KEDA + GPU A10 on‑demand.
- • Soporte global 24/7: respuesta S1 < 10 min, rollback automático chain‑level.
LangChain accelerates the development of large language model (LLM) applications: chatbots, agents, RAG, and multi-step workflows. Its modular architecture — Prompts, LLM, Chains, Memory, and Tools — reduces weeks of work to days.
Itrion orchestrates 160 LangChain workflows in production, serving 1.3B LLM calls per year with a P95 latency of 850 ms.
160
Active workflows
1.3B
LLM calls/year
850 ms
P95 latency
99.9%
SLA availability
Key LangChain advantages
Ready Prompts, Chains, Memory
Text, audio, vision, vectors
OpenAI, Anthropic, HF Hub…
Agents, Tools, Callbacks
Essential LangChain modules
| Module | Purpose | Itrion contribution |
|---|---|---|
| LLM | Model connection (OpenAI, LLama2) | Multi-vendor load balancing + fallback |
| Prompt Templates | System/user message structure | IA Act UE audited prompt library |
| Chains | LLM/function step sequences | Custom chains with cost control |
| Memory | Conversational context | RedisStreams + AES‑GCM encryption |
| Tools & Agents | RAG, SQL, browsers | Own toolset for SAP, Jira, SharePoint |
Itrion RAG Pipeline (Retrieval‑Augmented Generation)
End-to-end time < 1.2 s on 10k docs, cost ≈ 0.002 €/query.
Itrion strengths with LangChain
Reasons to choose Itrion
- • Go-live in 10 days: Corporate RAG ready with F1 > 0.85 and cost < 0.003 €/query.
- • IA Act compliance: prompts, logs and evidence ready for Art. 28 audit.
- • Serverless scalability: KEDA autoscaling + GPU A10 on-demand.
- • 24/7 global support: S1 response < 10 min, automatic chain-level rollback.
LangChain acelera el desarrollo de aplicaciones basadas en modelos de lenguaje grande (LLM): chatbots, agentes, RAG y flujos multi‑paso. Su arquitectura modular —Prompts, LLM, Chains, Memory y Tools— reduce semanas de trabajo a días.
Itrion orquesta 160 workflows LangChain en producción, sirviendo 1,3 mil M llamadas LLM al año con una latencia P95 de 850 ms.
160
Workflows activos
1.3 B
LLM calls/año
850 ms
Latencia P95
99,9 %
Disponibilidad SLA
Ventajas clave de LangChain
Prompts, Chains, Memory listos
Texto, audio, visión, vectores
OpenAI, Anthropic, HF Hub…
Agents, Tools, Callbacks
Módulos LangChain esenciales
| Módulo | Propósito | Aporte Itrion |
|---|---|---|
| LLM | Conexión modelos (OpenAI, LLama2) | Balanceo multi‑vendor + fallback |
| Prompt Templates | Estructura mensajes system/user | Librería prompts auditados IA Act UE |
| Chains | Secuencias pasos LLM/funciones | Cadenas custom con control de coste |
| Memory | Contexto conversacional | RedisStreams + cifrado AES‑GCM |
| Tools & Agents | RAG, SQL, navegadores | Toolset propio para SAP, Jira, SharePoint |
Pipeline RAG Itrion (Retrieval‑Augmented Generation)
Tiempo fin‑a‑fin ‑ < 1,2 s en 10 k docs, coste ≈ 0,002 € / consulta.
Fortalezas de Itrion con LangChain
Razones para elegir Itrion
- • Go‑live en 10 días: RAG corporativo listo con F1 > 0,85 y coste < 0,003 € / consulta.
- • Compliance IA Act: prompts, logs y evidencias preparados para auditoría Art. 28.
- • Escalabilidad serverless: autoscaling KEDA + GPU A10 on‑demand.
- • Soporte global 24/7: respuesta S1 < 10 min, rollback automático chain‑level.
LangChain accelerates the development of large language model (LLM) applications: chatbots, agents, RAG, and multi-step workflows. Its modular architecture — Prompts, LLM, Chains, Memory, and Tools — reduces weeks of work to days.
Itrion orchestrates 160 LangChain workflows in production, serving 1.3B LLM calls per year with a P95 latency of 850 ms.
160
Active workflows
1.3B
LLM calls/year
850 ms
P95 latency
99.9%
SLA availability
Key LangChain advantages
Ready Prompts, Chains, Memory
Text, audio, vision, vectors
OpenAI, Anthropic, HF Hub…
Agents, Tools, Callbacks
Essential LangChain modules
| Module | Purpose | Itrion contribution |
|---|---|---|
| LLM | Model connection (OpenAI, LLama2) | Multi-vendor load balancing + fallback |
| Prompt Templates | System/user message structure | IA Act UE audited prompt library |
| Chains | LLM/function step sequences | Custom chains with cost control |
| Memory | Conversational context | RedisStreams + AES‑GCM encryption |
| Tools & Agents | RAG, SQL, browsers | Own toolset for SAP, Jira, SharePoint |
Itrion RAG Pipeline (Retrieval‑Augmented Generation)
End-to-end time < 1.2 s on 10k docs, cost ≈ 0.002 €/query.
Itrion strengths with LangChain
Reasons to choose Itrion
- • Go-live in 10 days: Corporate RAG ready with F1 > 0.85 and cost < 0.003 €/query.
- • IA Act compliance: prompts, logs and evidence ready for Art. 28 audit.
- • Serverless scalability: KEDA autoscaling + GPU A10 on-demand.
- • 24/7 global support: S1 response < 10 min, automatic chain-level rollback.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.