Softjourn

Softjourn: “Full-Cycle Software Development & IT Consulting Company”.

Products & services

Questions & answers

Will AI integration disrupt our existing systems?

“No. Our adapter-based integration approach connects to your existing systems through APIs without requiring changes to your current infrastructure. We support REST, GraphQL, SOAP, and direct database connections, enabling rapid integration within 1-3 days for basic implementations. Your existing workflows continue operating normally while AI capabilities are added seamlessly alongside current functionality.”

How do we handle data security and compliance with AI systems?

“We implement enterprise-grade security including data encryption, secure API connections, and compliance frameworks for GDPR, HIPAA, and industry-specific regulations. AI processing can be configured for on-premises deployment, private cloud, or hybrid architectures based on your security requirements. We ensure no sensitive data is stored by external AI providers and maintain full audit trails for compliance documentation.”

What are RAG application development services?

“RAG application development services build software that answers questions from your own data by retrieving relevant passages first and generating an answer from them. The work covers data preparation, the retrieval pipeline, answer generation with sources, evaluation, and integration into the apps your users already work in.”

Is ChatGPT a RAG model?

“ChatGPT is an application built on a language model. By default, it answers from what the model learned in training, and features such as web search or file uploads add a form of retrieval.”

What are the main types of RAG?

“The common types are basic RAG, with one search and one generation step; advanced RAG, which adds query rewriting, filters, and reranking; agentic RAG, where an agent decides when and where to search across several steps; and graph RAG, which retrieves through relationships between entities.”

How long does it take to build an AI chatbot?

“A focused chatbot with basic integrations takes 4–6 weeks from kickoff to production. Chatbots with several two-way integrations, custom data preparation, or compliance reviews can take 8–12 weeks and launch in phases. We confirm the timeline at the end of discovery, once the data sources and integrations are known.”

How much does it cost to develop an AI chatbot?

“The build cost depends on the number of integrations, the data that needs cleaning and structuring, and the channels and languages you need. Running cost depends on model usage, and routing simple questions to lighter models keeps it predictable. We give an estimate after discovery, with build and monthly running costs shown separately.”

Company details

Softjourn

“Full-Cycle Software Development & IT Consulting Company”

Data formats & record details

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Entity ID
urn:readyscan:entity:softjourn-q106371968
Material fingerprint
fnv1a64:69139cc79b843ba3
Entity revision
fnv1a64:ce9795988d0e46b4
Published
2026-10-23
Modified
2026-10-23
Source summary
Softjourn: “Full-Cycle Software Development & IT Consulting Company”.