✅ What SignalFitAI Does
SignalFitAI finds the right AI vendors based on insights from your users’ real interactions — not benchmarks. SignalFitAI is a marketplace that does AI vendor matching by analyzes real, anonymized user interaction logs to surface where safety and quality break down — and which vendors are best positioned to help.
It cuts weeks off evaluation cycles, gives vendors a fair shot, and gives your team clarity on what’s working, what’s not, and where the upside is — before a single contract is signed.
No pitch decks. No blind vendor switches. Just real-world signal from your actual use case.
🧠 Using Generative AI? Make Sure It’s Working — for You, and for Your Users
You’ve deployed an AI assistant, chatbot, summarizer, or voice agent to improve efficiency and reduce cost. It passed internal QA. It launched with confidence.
But now:
🗨️ Users are sharing screenshots of strange replies
🚨 Escalations are missed or handled poorly
🧑💼 Leadership asks: “Is this helping or hurting?”
❓ You wonder if your current AI setup is falling behind
Logs are noisy. Pilots are slow. Vendor marketing doesn’t reflect production reality.
And model performance is changing by the week
⚙️ How SignalFitAI Works
- Upload 100–1,000 anonymized interaction logs
- We handle redaction — or provide tools for client-side scrubbing
- Our engine analyzes logs using internal detectors + integrated third-party evaluators
- You receive a concise report showing:
- Where the AI breaks down (hallucination, tone drift, escalation failure)
- Vendor match scores by problem area
- Estimated improvement if you switch or augment
No code. No integrations. Just insight.
📊 Stay Current Without Falling Behind
SignalFitAI tracks safety and quality trends across vendors over time — so you don’t have to.
We help your team:
- Avoid falling behind as newer, better models emerge
- Monitor degradation or drift in vendor quality
- Stay agile while maintaining trust and control
- Skip long pilots and go straight to data-backed decisions
🔐 Privacy-Safe Evaluation You Can Trust
Privacy comes first. SignalFitAI never shares raw logs with vendors. All uploaded data is anonymized and stripped of personal information.
We then generate synthetic logs for downstream evaluation — so vendors never touch real user data, but evaluation stays grounded in your actual use case.
For teams with stricter requirements, we offer tools for client-side redaction and anonymization before upload. That means nothing sensitive ever leaves your system unless you choose it.
✅ No raw logs retained
✅ Vendors only see synthetic interaction data
✅ Fully GDPR and CCPA compliant
✅ Enterprise-ready, even in regulated domains
🎯 Who This Helps
- 🧑💼 Product teams deploying AI agents, summarizers, or chat support
- 🧑🔧 Ops and QA leaders tracking quality and tone
- 🧑⚖️ Compliance and trust teams wanting visibility
- 🏢 Startups and mid-size orgs without internal safety infrastructure
🔐 Privacy, Built In
- 🧹 Logs are anonymized and redacted before processing
- 🧾 No logs retained beyond evaluation
- 🚫 Vendors never see raw logs — only summaries
- ✅ Fully GDPR and CCPA compliant
📬 Want to Know What Your Assistant Is Really Doing?
We’re working with a limited number of early teams during this product–market fit phase. SignalFitAI is currently free for teams participating in early-stage testing and feedback. We may charge for ongoing monitoring and advanced integrations later — but your first evaluation is always on us.
📩 Email us at earlyaccess@signalfitai.com