RFT case study with Savi Security, Qwen3 4B scam detection C
AI benchmark · Enterprise Workflows
- Publisher
- Veris AI
- Domains
- Enterprise Workflows
- On X
- @veris_ai ↗
- Tier
- C why
- Snapshot
Full listing name: RFT case study with Savi Security, Qwen3 4B scam detection (Mar 2026, vendor blog) - https://veris.ai/blog/rft-can-make-agents-with-small-models-outperform-big-models-on-enterprise-tasks
Latest from Veris AI on X
@veris_ai ↗What is RFT case study with Savi Security, Qwen3 4B scam detection?
Scores agents on detecting scams across emails, SMS and phone call transcripts in a Veris simulation sandbox, with an optional search tool, measuring accuracy, latency and search use.
Security mostly
“scam detection across emails, texts, and phone call transcripts, with the agent allowed to use a search tool when it lacks information”
veris.ai/blog/rft-can-make-agents-with-small-models-outperfo… ↗“RFT Can Make Agents with Small Models Outperform Big Models on Enterprise Tasks”
veris.ai/blog/rft-can-make-agents-with-small-models-outperfo… ↗
Who built RFT case study with Savi Security, Qwen3 4B scam detection
Led by Savi Security.
Veris AI built it with others
“We used the Veris AI simulation sandbox environment to both create training data for training and for evaluating performance before and after RFT.”
veris.ai/blog/rft-can-make-agents-with-small-models-outperfo… ↗
Tier C
Niche: a handful of models scored, or built by an RL vendor.
How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.
- built by Veris AI
- no proper name (a paper title or description)
- in curated RL directories (2 pts)
How we got to tier C
- Adoption: built by Veris AI; no proper name (a paper title or description). Tier D.
- Not yet read on X.
- In curated RL directories: 2 points, a floor of C. Raised to C.
- Confirmed: a line from its own site or paper places it.
A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.
Where RFT case study with Savi Security, Qwen3 4B scam detection sits
Its realm in the universe, live. Hover a star for its name; click to open it. Open it in the universe
Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.