Why Ricerca
There are three common ways to run an R&D study. Here’s an honest, side-by-side look at how the approaches differ — and where Ricerca’s expert-led, AI-assisted model fits.
Traditional vs. automation-only vs. Ricerca
| Dimension | Traditional consultants | Automation-only platforms | Ricerca (Expert-led + AI) |
|---|---|---|---|
| Turnaround speed | Slow — often months | Fast | Fast — typically weeks |
| Cost efficiency | Expensive | Low | Efficient |
| Expert review & finalization | Sometimes | None | Every study, finalized |
| Audit-ready substantiation | Varies by firm | Often thin | Four-part-test mapped |
| Audit Protection | Often an add-on | None | Included |
| Data security | Varies | Varies | Enterprise-grade |
| §174A / OBBBA expertise | Sometimes | Rarely | Built in |
| Human support | High | Mostly self-serve | High — with R&D experts |
| Technology / AI assistance | Limited | Core | Core, with oversight |
| Transparency | Often opaque | Black box | Sourced & explainable |
Illustrative / for general comparison. This compares delivery approaches in general terms — not measured benchmarks, and not a statement about any specific provider. Individual results vary.
A visual summary
The same comparison, scored 0–5 for a quick read.
View data
| Dimension | Traditional consultants | Automation-only platforms | Ricerca (expert-led + AI-assisted) |
|---|---|---|---|
| Turnaround speed | 2 | 5 | 4 |
| Cost efficiency | 2 | 5 | 4 |
| Expert review & finalization | 4 | 1 | 5 |
| Audit-ready substantiation | 4 | 2 | 5 |
| Audit Protection | 2 | 1 | 5 |
| Data security | 3 | 3 | 5 |
| §174A / OBBBA expertise | 3 | 2 | 5 |
| Human support | 4 | 1 | 5 |
| Technology / AI assistance | 1 | 5 | 5 |
| Transparency | 2 | 3 | 5 |
The short version
Automation-only tools are fast but thin and unaccountable. Traditional consultants are thorough but slow and costly. Ricerca gives you the speed of AI and the accountability of experienced R&D experts — with documentation built to defend, Audit Protection included, and current §174A expertise built in.