Panza
panzarestaurant.com is largely invisible to agents.
Listed by OpenStreetMap · Overture Maps.
Ways to reach Panza directly, with no marketplace in between. Checked 2026-10-23. Report a mistake
+1 617 557 9248
Places near Panza that take a booking or an order on their own website, with no marketplace in between.
- Assaggio40 m
- Ristorante Cantina Italiana50 m · italian
- Artu'60 m · italian
- Isabella Boston70 m · italian
- Little Sage70 m · italian
The website's grade
AI assistants can't open Panza's website, so they go by what other sites say about it.
25 of 65 points available
agent-readiness level
things to fix
Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.
What the site tells visitors Measured, not scored
These don't change the grade.
Visitors and assistants may read that year as the last time anyone looked after the site. In Boston, 77% of comparable sites that show a year say 2025 or later.
Every city compared →What assistants answer
Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.
The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.
The assistants were asked 12 everyday questions about Boston and named 35 places. Panza wasn't one of them. See who was named →
How Panza compares
979 of 1,411 in Boston
Top 69% of the sites scanned in this index. Just above: Momosan Morimoto F, Pacific American Fish F. Just below: Phở 2000 Restaurant F, Pickn'roll Sushi F.
| What the top 10% of the index does | Top 10% | This site |
|---|---|---|
| Take bookings or orders on their own domain | 100% | no |
| Publish the menu or price list as HTML | 99% | yes |
| Let AI crawlers in (no block at the server or in robots.txt) | 96% | no |
| Structured data with address, phone and hours | 57% | yes |
| Have an llms.txt | 33% | no |
The top 10% are the 143 highest-scoring reachable sites in the index at the last update.
Compared with its peers
| Average score | A or B | This site | |
|---|---|---|---|
| Sites built with GoDaddy Website Builder 3,331 sites | 36% | 9% | 38.5% |
| Sites using OpenTable 3,121 sites | 65% | 38% | 38.5% |
| Sites using Grubhub 193 sites | 64% | 44% | 38.5% |
Nearest places in the index
| Place | Distance | Grade | Direct booking or ordering |
|---|---|---|---|
| Cibo | 12 m | F | no |
| Volle Nolle | 24 m | F | no |
| Giacomos Boston North End italian | 26 m | F | no |
| Bencotto italian | 27 m | D | no |
| Assaggio | 43 m | A | yes |
| Ristorante Cantina Italiana italian | 50 m | A | yes |
| Artu' italian | 56 m | C | yes |
| Isabella Boston italian | 65 m | A | yes |
| Little Sage italian | 66 m | A | yes |
| Cafe Amaro italian | 68 m | A | yes |
Businesses like Panza in Boston
| Group | Sites | Avg score | A or B | This site |
|---|---|---|---|---|
| Businesses of the same kind in Boston | 1,411 | 54% | 37% | 38.5% |
| Sites built with GoDaddy Website Builder in Boston | 31 | 43% | 10% | 38.5% |
| Sites using OpenTable in Boston | 105 | 75% | 66% | 38.5% |
| Sites built with GoDaddy Website Builder and using OpenTable in Boston | 4 | 45% | 0% | 38.5% |
The best of the sites built with GoDaddy Website Builder and using OpenTable in Boston
Peka Restaurant C 55.4% · Park 54 Restaurant & Lounge D 50.8% · Brighton Bodega F 36.9%
After the top fixes
With the three fixes above (The site turns away every visitor that isn't a browser, AI agents included; Booking only through opentable; Ordering only through grubhub), the score would be about 100%, which would be first of 1,411 in Boston.
Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.
What to fix first
- The site turns away every visitor that isn't a browser, AI agents included +23 points
A plain fetch was refused (TimeoutError: The operation was aborted due to timeout). Only a real browser got the page. Every AI crawler and agent gets turned away the same way, so Reachable scores 0 and the rest is measured on the page as the browser rendered it. Ask the host to let the AI user agents through. How to fix it
- Booking only through opentable +12 points
Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. How to fix it About this vendor
- Ordering only through grubhub +12 points
Every transaction an agent makes goes through the marketplace, which takes its commission. Add a direct way on your own site. Even a simple form will do. How to fix it About this vendor
- Almost no text without JavaScript no points, but worth doing
Crawlers that don't run scripts see an empty page. Put the menu, hours and address in plain HTML. How to fix it
Send the fixes to your web person
No one is listed yet to fix this in Boston. List your agency or yourself. It's free, and every listing is reviewed by hand.
Already right
- robots.txt lets AI crawlers in There's no robots.txt, which means everything is allowed.
- Structured data found (LocalBusiness) address, phone, opening hours
- Menu or price list is an HTML page Agents can read the items and prices.
- OpenTable works with agents through its partners OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Terms read on 2026-10-15: https://mynews13.com/fl/orlando/business/2026/07/14/opentable-new-terms. An assistant that isn't a partner may not be able to finish there. A direct path on your own domain works for all of them.
Builder: godaddy · A plain fetch got TimeoutError: The operation was aborted due to timeout; a real browser got the page, so the scan continues on the rendered page.
Own this business?
If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.
Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.
Show the score
Owners who score well put the badge on their site. It links back here and updates with every scan.
<a href="https://directindex.org/r/panzarestaurant.com"><img src="https://directindex.org/badge/panzarestaurant.com.svg" alt="Agent-Direct Score F" width="236" height="40"></a>
What agents get, and what the site publishes
The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.
Show the details
What agents get for Panza
The links an assistant is sent when it books, orders or reads the menu for this business, where each leads, and when a browser last checked it. The same record is served as JSON at /api/direct/panzarestaurant.com, through the MCP tool direct_record and in the city feed /city/boston/direct.json.
| Path | Link | Status |
|---|---|---|
| Book | none on record | |
| Order | none on record | |
| Menu | panzarestaurant.com/menu html_page | from the scan |
| Hours | none on record | |
| Phone | +1 617 557 9248 |
Stable links that count: /go/panzarestaurant.com/menu answer 302 to the links above; the count is the line "followed N direct links" on this page.
Owners: claim the business below to correct this record; the claim email carries the link.
Can an agent transact?
Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.
| UCP profile /.well-known/ucp, Google and Shopify's Universal Commerce Protocol | no |
| ACP discovery document /.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol | no |
| MCP server card /.well-known/mcp/server-card.json | no |
| Ordering vendor that takes agent orders Square, Toast, or a vendor whose terms allow agents | no |
| Vendor terms for agents OpenTable, read 2026-10-15 | Through partners |
OpenTable's terms page could not be fetched on 2026-10-15; OpenTable names over 200 authorized partners, Google, Meta and OpenAI among them, as the channels through which agents book. Source. About OpenTable · all vendors.
Only a real browser got this page (a plain fetch got TimeoutError: The operation was aborted due to timeout); Readable and Actionable were measured on the rendered page.
Not measured
These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.
| JSON-LD for the business | yes |