What a tool built for this actually does differently.
Answer first: Orbid AI vs Excel, general LLMs, and generic RFP tools — scored on catalog match, multi-regime evidence, and buyer-format export for medical device manufacturer bid teams.
Answer first · 2026
Category table for manufacturer bid desks: Orbid AI (formerly MedStrato) wins when structured specs and certificates decide awards; Excel/LLMs/generic RFP tools fail those jobs.
- Excel — manual, no regime engine
- General LLMs — prose without catalog truth
- Generic RFP tools — Q&A libraries, weak device specs
The delta
What a tool built for this actually does differently.
Row by row against traditional Excel, general-purpose LLMs (ChatGPT and peers), and generic RFP platforms.
Scroll to compare
| Capability | Orbid AIPurpose-built | ExcelSpreadsheets & manual sheets | General LLMChatGPT, Claude, and peers | Generic RFPLoopio-class platforms |
|---|---|---|---|---|
| Semantic spec matchingUnit conversion, synonyms, numerical bounds. | ● Native / 162/46s | ○ VLOOKUP + manual | ◐ Can draft; no row-level match | ○ Keyword only |
| Evidence chain per matchDatasheet, filing, attestation, catalog. | ● Every line | ○ Hand-pasted links | ○ Not reliably traceable | ○ Attachments only |
| Regulatory verificationFDA, CE, NIE, MHRA cross-checked at import. | ● 14 regimes | ○ Manual lookup | ◐ Hallucination risk; no live check | ○ Manual lookup |
| Multi-language tendersEN, DE, FR, ES, IT, PT, AR at parity. | ● 7 languages | ○ Human paste + translate | ◐ Can translate; no tender term guarantee | ◐ EN-only reliably |
| Opportunity discoveryTenders surfaced before you know they exist. | ● 38 countries / 12k sources | ○ Not a feature | ○ Not a feature | ○ Not a feature |
| Post-award campaignsRecall + SLA + renewal tracking. | ● Built-in | ○ Another spreadsheet | ○ No workflow | ○ Ends at submission |
| Expert review on demandVetted clinical + regulatory reviewers. | ● Network built-in | ○ BYO consultants | ○ BYO consultants | ○ BYO consultants |
| Audit logEvery import, match, edit, and export. | ● Immutable / signed | ○ Version chaos | ○ Chat logs not audit-ready | ◐ Partial |
Frequently asked
Common questions.
Pressure-test it
on your files.
Book a demo — we will run a real tender with you and review the match / partial / gap queue together. Treat every claim (including ours) as a hypothesis until it survives your data.