Eight field-tested techniques and the questions we get most often. If you only adopt the first one — the Tokyo Test — you'll already be ahead of most AI deployments we see.
Send the same question to up to 10 models simultaneously. If they agree, you have your answer. If they don't, the variance itself is the finding — and now you know which model assumptions you were silently relying on.
Don't make users pick from 47 models every time. Bundle "contract review" (Claude + GPT-5 + Gemini 2.5 Pro), "code review" (GPT-5 + Sonnet + Llama 4), "research" (Sonar Pro + Perplexity + Grok). Assign bundles by department.
Of the three Firewall modes, Silent Reconstitute is what most teams settle on for PII and PHI. The model never sees the sensitive token; the response comes back fully restored. Sub-40ms round trip — users won't notice.
AWS keys, database passwords, API tokens — Hard Block. Reject the prompt, log the attempt, surface it in the audit dashboard. There is no "warning" mode for credentials worth shipping.
Every regulated company has internal project codenames, M&A targets, unannounced products. Add them as custom Firewall terms in any of the three modes. The model never sees what it shouldn't.
The Backplain iOS app has camera multi-chat and voice multi-chat. In a client meeting, in deposition prep, anywhere a document is in front of you — snap and ask 10 models at once.
Every prompt, response, and Firewall action streams to your SIEM via webhook or syslog. Splunk, Datadog, Sentinel, Sumo — all supported. This is the shortest path to your SOC 2 evidence requirement.
Several customers have moved to Claude Enterprise or ChatGPT Business as a daily driver and kept 5 Backplain seats for second opinions, model comparison, and the AI Firewall their primary tool doesn't have. Co-existence is the design.
Didn't find your answer? Open a support ticket — a Backplain engineer will reply, not a script.
Plans, seats, invoicing, upgrades, and how flat-rate pricing actually works.
Read →How power users get more out of multi-model — bundles, prompt templates, comparisons.
Read →What's logged, where to find it, and how to export for SOC 2, HIPAA, and SIEM.
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