Plaza vs Mapbox
Mapbox makes good maps. If you need custom map rendering, their GL JS and Studio tools are best-in-class. The vector tile rendering, 3D terrain, and mobile SDKs are impressive engineering.
But if what you need is geospatial data — geocoding, routing, spatial queries, feeding location context to an AI agent — the comparison looks different. Here’s a direct breakdown.
Feature comparison
Section titled “Feature comparison”| Feature | Plaza | Mapbox |
|---|---|---|
| Forward geocoding | Yes | Yes |
| Reverse geocoding | Yes | Yes |
| Autocomplete | Yes | Yes (part of geocoding) |
| Batch geocoding | Yes | No |
| Routing | Yes | Yes |
| Isochrones | Yes | Yes |
| Distance matrix | Yes | Yes |
| Map matching | Yes | Yes |
| Route optimization | Yes (100 stops) | Yes (25 waypoints) |
| Full-text search | Yes | Limited (geocoding-based) |
| Elevation | Yes | Yes (Tilequery) |
| PlazaQL | Yes | No |
| Vector tiles | Yes | Yes (core product) |
| Custom datasets | Yes | Yes (Tilesets/Datasets API) |
| MCP server for AI | Yes | No |
| Custom map styling | No (data API only) | Yes (Studio, GL JS) |
| Mobile map SDKs | No | Yes (iOS, Android, Flutter) |
| Static map images | No | Yes |
| 3D terrain/buildings | No | Yes |
| Navigation SDK | No | Yes (turn-by-turn) |
Plaza covers more data and query capabilities. Mapbox covers more rendering and navigation capabilities. These are different products that overlap in the middle.
One thing worth noting: Plaza serves billions of geospatial features — the full OpenStreetMap planet plus curated open datasets — powered by an H3 hexagonal indexing system built on h3-pg, the open-source H3 extension for Postgres, to which we contributed a bidirectional GiST index and performance improvements. This is why Plaza can offer PlazaQL and complex spatial queries at the performance levels it does. Most providers need multiple specialized services to cover the same feature set.
Pricing
Section titled “Pricing”Mapbox prices each API separately and offers generous free tiers per SKU. Plaza uses flat monthly plans with a single request pool.
Mapbox pricing (published rates)
Section titled “Mapbox pricing (published rates)”- Geocoding (v6): 100K free/mo, then ~$5/1K
- Directions: 100K free/mo, then ~$5/1K
- Matrix: 100K free elements/mo, then varies by volume
- Isochrone: 100K free/mo, then ~$5/1K
- Optimization: 100K free/mo, 25-waypoint limit
- Map loads (GL JS): 50K free/mo, then $5/1K
Plaza pricing
Section titled “Plaza pricing”| Plan | Included requests | Price |
|---|---|---|
| Free | 500 std/day + 10 premium/day | $0 |
| Pro 100K | 100,000/mo | $50/mo |
| Pro 300K | 300,000/mo | $150/mo |
| Pro 1M | 1,000,000/mo | $500/mo |
Overage: $0.50/1K standard, $1.50/1K premium. Premium endpoints (routing, isochrone, distance matrix) carry a 4x multiplier against your included allocation.
Running the numbers
Section titled “Running the numbers”Scenario 1: 100K geocoding + 50K routing requests per month
- Mapbox: Both within free tiers. $0/mo.
- Plaza: 100K standard + 50K x 4 premium multiplier = 300K effective requests. Pro 300K plan. $150/mo.
At this volume, Mapbox’s per-SKU free tiers are hard to beat on price alone.
Scenario 2: 500K geocoding + 200K routing + 100K matrix per month
- Mapbox: Past free tiers on all three SKUs. Geocoding: ~$2,000. Routing: ~$500. Matrix: varies, estimate ~$500-1,000. Roughly $2,500-3,500/mo.
- Plaza: 500K + (200K x 4) + (100K x 4) = 1.7M effective requests. Pro 1M plan ($500) + 700K overage at blended rate. Roughly $850/mo.
The crossover happens around 200-300K total requests. Below that, Mapbox’s free tiers win. Above that, Plaza’s flat pricing pulls ahead, and the gap widens with volume.
Data rights
Section titled “Data rights”Plaza serves open data — OpenStreetMap (ODbL-licensed) plus curated open datasets — so you can cache results, display them on any map, and use them in AI pipelines. Mapbox uses proprietary data with restrictions: results must be displayed on Mapbox maps, caching is temporary only, and reuse in AI training or vector databases is not permitted.
| Plaza | Mapbox | |
|---|---|---|
| Cache results permanently | Yes | Temporary only |
| Display on non-Mapbox maps | Yes | No (per ToS section 3) |
| Use in AI training data | Yes | No |
| Store in vector DB for RAG | Yes | No |
| Map renderer lock-in | None | GL JS required for map display |
The display restriction catches people off guard. If you’re building with Leaflet, MapLibre, or no map at all, Mapbox’s terms create a contractual problem. Plaza has no renderer dependency.
AI readiness
Section titled “AI readiness”Plaza ships an MCP server (@plazafyi/mcp) that lets AI agents call geospatial APIs directly. An LLM can geocode addresses, query nearby points of interest, calculate routes, and write PlazaQL queries — all without custom integration code. Agents can cache and reuse results across sessions, which is how most RAG and agent architectures need to work.
Mapbox has no MCP server and no published AI agent tooling. If geospatial data is part of your AI stack, tooling and caching freedom matter as much as per-request pricing.
Where Mapbox wins
Section titled “Where Mapbox wins”Mapbox is a map rendering company that also does data APIs. Plaza is a data API company that doesn’t do map rendering. That distinction matters.
Mapbox is the better choice when you need:
- Custom map styling. Mapbox Studio is the best visual map design tool available. If your product’s value depends on how the map looks, this is a real advantage.
- Mobile map SDKs. Native iOS, Android, and Flutter SDKs with offline support, gesture handling, and annotation systems. Plaza doesn’t ship mobile rendering SDKs.
- GL JS for web maps. Despite the proprietary license change in v2, Mapbox GL JS remains a capable web map renderer with a large ecosystem.
- 3D terrain and building extrusion. If your app renders 3D cityscapes or terrain visualization, Mapbox has production-ready support.
- Turn-by-turn navigation. The Mapbox Navigation SDK handles voice guidance, rerouting, and traffic-aware directions for mobile apps.
- Static map images. Server-generated map images for emails, PDFs, or social sharing.
If you’re building a consumer map application where the visual design of the map is central to the product, Mapbox is still the right tool.
Using both
Section titled “Using both”Some teams use Mapbox for map rendering and Plaza for data queries. This works well when you want Mapbox’s visual layer but need flexible spatial queries, batch geocoding, or AI-ready data access that Mapbox doesn’t offer. Plaza returns standard GeoJSON, so results drop directly onto any map renderer, including Mapbox GL JS.
They’re not mutually exclusive.
Summary
Section titled “Summary”Mapbox is a rendering-first platform with strong data APIs attached. Plaza is a data-first platform with no rendering layer. If you need custom map styling, mobile navigation, or 3D terrain, go with Mapbox. If you need flexible geospatial queries, AI tooling, or lower costs at scale, go with Plaza.
Try it at plaza.fyi/dashboard. The free tier includes 500 standard requests/day + 10 premium requests/day for $0, no credit card required. 10 SDKs are available including TypeScript, Python, and Go.