An AI that actually knows your business.
Upload your docs, your FAQs, your product specs. Floo retrieves the right answer in real time during a call, no hallucinations, every claim cited to source.
Caller · “What's the average MRI market size right now?”
Scanning · clinical docs · VMR reports
Cited answer
“Global MRI market reached $7.2Bin 2024.”
Sourced · VMR · Medical Imaging 2025 · §2.1
Knowledge base
3 of 1,247 docsMedical Imaging, Global Outlook 2025
citedIndustry Research
Global MRI market reached $7.2B in 2024 with 5.1% CAGR…
Clinical Protocols · v3.4
Wellcare Clinic
Standard contrast-MRI prep protocol for outpatient cases…
FAQ · Appointments & Imaging
Wellcare Knowledge Base
Patients can book a follow-up imaging slot directly through…
<400ms
Retrieval time per query
100%
Source citations on every answer
1M+
VMR reports baseline (Floo-only)
A moat measured in millions
No competitor has this.
VLMS Group has published over a million market reports. We bake them in.
1M+
VMR research reports indexed and queryable
Your agents don't just sound smart. They actually are.
Healthcare agents cite real clinical data. Sales agents cite TAM and competitor intel. Finance agents cite sector trends. All from the VMR library, opt-in on Growth and Enterprise.
- <400ms retrieval- Per voice query, with citations
- 100% source-cited- Every claim traces back to a paragraph
- Multi-tenant isolation- Your data stays yours, no cross-leak
- Live VMR refresh- New reports auto-indexed monthly
What it does
Built for the call, not the demo.
Upload anything, retrieve everything
PDFs, Notion pages, Google Docs, websites, SQL queries, Zendesk articles. Floo indexes them in minutes. New docs sync in real time.
- Drag-and-drop PDF, DOCX, MD, TXT
- Live URL crawl (websites, help centers)
- Database connectors (Postgres, MySQL, BigQuery)
- Auto-resync when source changes
Cited answers, not guesses
Every Floo answer comes back with the source paragraph it pulled from. Trace any claim back to the original doc. If the knowledge base doesn't have an answer, Floo says so. It never makes one up.
- Source-citation on every retrieved answer
- Confidence scoring (high/medium/low)
- Configurable 'I don't know' fallbacks
Multi-tenant, multi-brand
Run different knowledge bases for different agents. Sales agent reads product specs. Support agent reads troubleshooting docs. Healthcare agent reads protocols.
- Per-agent knowledge scoping
- Role-based access control
- Tenant-isolated indexes, no cross-leakage
Why teams are switching
Floo vs a generic LLM agent.
Same voice, same prompt. Wildly different reliability when the agent has to answer with real information.
Source of truth
Generic training data (often stale)
Your docs + 1M+ VMR reports
Hallucination rate
5-15% of long answers
0%, answers only what was retrieved
Citations on answers
None (you take it on faith)
100%, every claim links to source
Retrieval latency
1-3 sec (or worse)
<400 ms per voice query
Knowledge refresh
Quarterly model retrain
Live, new docs auto-indexed in minutes
Per-agent scoping
One generic context for all
Per-agent KB · tenant-isolated indexes
Compliance posture
Opaque output, no audit
Every cited source logged & auditable
1M+ market research reports, baked in.
Verified Market Research (VMR), Floo's sister brand inside VLMS Group, has published over 1 million market research reports across every industry. Floo customers can opt into that knowledge layer as a baseline. Your AI doesn't just know your docs. It knows your market.
Healthcare agents that cite real clinical market data
B2B sales agents with live competitor and TAM intel
Financial services agents with sector trend depth
Updated monthly by VMR's research team
Use cases
Where teams put this to work.
Customer support
Customer asks about a niche product config. Floo retrieves the answer from the help center in under 400ms and cites the exact article.
Outcome
Tier-1 support fully automated. CSAT up because answers are fast and accurate.
B2B sales (VMR-powered)
Prospect asks about market size for medical imaging. Floo cites the VMR 2025 Medical Imaging report instantly, with the actual number.
Outcome
AEs sound like analysts. Trust earned in the first call.
Healthcare triage
Patient asks about medication interactions. Floo retrieves from the clinic's drug protocol library and cites the exact section.
Outcome
Zero hallucinations on regulated content. Compliance officer stays calm.
Upload your docs. Get a smarter agent in 5 minutes.
Drag in your PDFs, FAQs, and Notion pages. Floo indexes them instantly, retrieves with citations, and never makes anything up. Every claim traces back to a source paragraph.
No card. No setup call. First 100 minutes free.