AI without vendor lock-in

Free to choose any model.

Switch between ChatGPT, Claude, Gemini, Copilot or open-source models — without migration. Your knowledge base and data stay unconditionally yours.

GDPR Compliant EU Servers No Vendor Lock-in AI Act Ready
[01] The core problem

What slows teams down.

01

Locked into one model provider

Build around OpenAI, you depend on their pricing, uptime and roadmap. Anthropic ships a better model? Too late to switch.

02

Inability to switch costs money

A new Claude version is 30% cheaper and just as good — but your stack is on GPT-4. Migration costs trap you in the suboptimal choice.

03

Data export is a fight

Some platforms make it deliberately hard to export your content. Lock-in by design.

[02] Use cases

What "no lock-in" means concretely.

01

Switch models per knowledge base

Bot A on Claude (long context), bot B on GPT (function calling), bot C on Mistral (EU-host). Per use case the best choice.

02

Failover automatic

OpenAI down? Automatic failover to Anthropic or Google. Continuity first, contractual single-vendor irrelevant.

03

Full export when you want

Documents, embeddings, conversations, logs — all exportable. Migrating to self-hosted or a competitor? Roll out anytime.

[03] How TalkWithData solves it

What this enforces at architecture level.

01

Model-agnostic RAG layer

Our retrieval, reranking and evidence scoring are provider-independent. Plug in any model; we feed it the right context.

02

Open formats for export

Documents in original formats. Embeddings as standard arrays. Conversations as JSON. No proprietary blob formats.

03

Your API keys, your account

Optional: bring-your-own-key for OpenAI, Anthropic, Google. We manage nothing that's yours.

[04] Frequently asked

Answers, not bullet points.

Pricing (Claude Haiku 80% cheaper for simple tasks), capabilities (GPT-5 for complex reasoning), data residency (Mistral for EU-only), or failover. Per knowledge base the best fit.
CLI command, REST endpoint, or dashboard button. ZIP with documents in original format, embeddings as NumPy/Parquet, metadata in CSV/JSON. Fully reusable elsewhere.
On-premise / private-cloud available on Enterprise. Includes installation support and SLA. No "phone home" to our infra.

Build on a layer, not a vendor.

Free trial. Full export from day one.