# Bilbo vs Numerous.ai

Bilbo records 33 monthly visits with -92.1% month-over-month growth and Free to start, Contact for Pricing pricing. Numerous.ai records 128,828 monthly visits with -17% growth and Freemium, Free Trial, Paid pricing.

| Metric | [Bilbo](https://openaitools.app/tool/bilbo) | [Numerous.ai](https://openaitools.app/tool/numerous) |
| :--- | :--- | :--- |
| Website URL | https://getbilbo.com | https://numerous.ai |
| Categories | AI Assistant, AI For Data Analytics, AI Charting, AI Search Engine | AI Spreadsheet, Excel AI, AI Excel Formula Generator, AI Writing Assistants |
| Pricing Model | Free to start, Contact for Pricing | Freemium, Free Trial, Paid |
| Monthly Visits | 33 | 128,828 |
| MoM Growth Rate | -92.1% | -17% |
| Primary Market | Germany | United States |
| Direct Visits | 13 | 32,733 |
| Review Score | 4.2 | 4.5 |
| Saved Count | 0 | 4 |
| Supported Platforms | Website | Website |

## Bilbo

Bilbo is built for teams that already keep their business data in Metabase but find that only a handful of people really know how to navigate it. Instead of writing SQL or clicking through the query builder, you type a question the way you would ask a colleague — "how many sales did we have last week?" — and Bilbo works out the schema, assembles the query, and returns the answer or a chart.

The assistant is delivered as a browser extension that connects to your Metabase instance. It reads your data schema so it understands how your tables relate, and it supports follow-up requests like swapping a bar chart for a pie chart without starting over. Teams can also store shared context — definitions, metrics, naming conventions — so the assistant answers consistently for everyone rather than guessing per user.

Bilbo positions itself as a way to stop interrupting developers for routine numbers. The vendor offers a free starting path and an onboarding call for teams that want to roll it out more widely, with pricing discussed directly rather than published on the site.

**Pricing & Plans:** Bilbo offers a free way to get started and directs teams to book an onboarding call; full pricing is discussed with the vendor rather than listed publicly.

- **Natural-language querying:** Ask for metrics, trends, or breakdowns in everyday language and let Bilbo translate the request into a working Metabase query.
- **Schema awareness:** Bilbo reads your Metabase data model so it understands table relationships and can build complex queries without manual table joins.
- **Instant visualization:** Ask for a bar chart, pie chart, or line graph and adjust the visualization conversationally instead of rebuilding it.
- **Shared team context:** Store common definitions and metrics so every teammate gets answers that use the same conventions and logic.
- **Chrome extension delivery:** Install as a browser extension and query your existing Metabase instance without changing your data stack.

**Strengths:** Removes the SQL barrier for teammates who live in Metabase but do not write queries; Understands your existing schema, so complex joins do not have to be hand-built; Conversational chart editing makes iterating on a visualization fast; Shared context keeps answers consistent across the team

**Limitations:** Currently limited to Metabase as the supported data source; Pricing is not published, so teams must talk to sales to scope cost; Requires browser extension installation and access to your Metabase instance

[Profile (Markdown)](https://openaitools.app/tool/bilbo.md)

## Numerous.ai

Numerous.ai targets a very practical gap: most teams work in spreadsheets, but most AI chat tools live in a separate browser tab. The add-on closes that gap by exposing AI as a spreadsheet function. You type a prompt in one cell, reference other cells in it, and drag the result down a column — the AI then returns a distinct answer for every row, whether that is a rewritten product description, a categorised support ticket or a normalised country name.

Because it is built for bulk use, the product emphasises cost control and reuse. Identical queries are cached rather than re-run, which keeps token consumption down across large sheets, and the pricing is expressed in characters of input and output per person rather than opaque credits. There is no need to hold your own API keys — the service manages provider access, and a single plan covers everyone on the team.

The typical audience is operations, marketing and research teams. Marketers generate ad copy variants, keyword lists and campaign structures at scale; researchers summarise, extract and classify survey or social responses; data teams clean and standardise messy inputs; product people prototype prompts and share results. Setup is a one-click add-on install for both Google Sheets and Excel, and support is handled by email from a US-based team.

**Pricing & Plans:** Paid subscription with a paid trial: 7-day trial for $1, then a per-person plan that includes 1,000,000 characters of ChatGPT input and output per person, usable in both Google Sheets and Excel. Annual billing saves around 57%. Cancel anytime and keep remaining tokens; custom plans available on request.

- **AI as a spreadsheet formula:** Use AI in any cell through a simple function — no API keys, no external chat window, no copy-paste between tabs.
- **Bulk processing with caching:** Drag a single prompt down a column to process thousands of rows, with identical queries cached so you are not charged twice for the same work.
- **Summarisation and classification:** Summarise, rewrite, extract and classify long bodies of text such as surveys, articles or social posts into clean structured columns.
- **Marketing content at scale:** Generate ad copy, keyword lists, SEO content and campaign structures directly from your sheet's own data.
- **Team-friendly plans and support:** One plan covers the whole team, results are shareable within the sheet, and priority email support is included.

**Strengths:** Works inside the tools teams already use, so no new workflow to learn; No API keys or provider accounts to set up; Query caching keeps bulk runs cost-efficient, especially across thousands of rows; One plan covers the whole team in both Google Sheets and Excel

**Limitations:** Requires a paid trial and subscription rather than a permanent free tier; Usage is capped by character allowance, which heavy bulk users can exhaust; It depends on third-party AI providers, so model behaviour and availability are outside your control

[Profile (Markdown)](https://openaitools.app/tool/numerous.md)

## Frequently Asked Questions

### How do Bilbo and Numerous.ai compare in monthly traffic?

Bilbo has 33 monthly visits, while Numerous.ai has 128,828. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Bilbo has a month-over-month growth rate of -92.1%; Numerous.ai has -17%.

### How does pricing compare?

Bilbo: Free to start, Contact for Pricing. Bilbo offers a free way to get started and directs teams to book an onboarding call; full pricing is discussed with the vendor rather than listed publicly. Numerous.ai: Freemium, Free Trial, Paid. Paid subscription with a paid trial: 7-day trial for $1, then a per-person plan that includes 1,000,000 characters of ChatGPT input and output per person, usable in both Google Sheets and Excel. Annual billing saves around 57%. Cancel anytime and keep remaining tokens; custom plans available on request.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Julius AI](https://openaitools.app/tool/julius-ai) | 665,487 | +5% | Free Trial, Contact for Pricing | Chat with your data to get analysis, charts, reports, and slides | [.md](https://openaitools.app/tool/julius-ai.md) |
| 2 | [GPT Workspace](https://openaitools.app/tool/gpt-workspace-1) | 431,507 | +43.8% | Freemium, Free Trial, Paid | Bring ChatGPT, Claude and Gemini into Google Docs, Sheets, Slides and Gmail | [.md](https://openaitools.app/tool/gpt-workspace-1.md) |
| 3 | [GPT for Work (Autosheet)](https://openaitools.app/tool/gpt-for-work) | 160,670 | -13.5% | Free Trial, Paid | AI spreadsheet agent for Excel and Google Sheets | [.md](https://openaitools.app/tool/gpt-for-work.md) |
| 4 | [GPTExcel](https://openaitools.app/tool/gptexcel) | 120,862 | -14.8% | Freemium | AI spreadsheet assistant for formulas, pivots and analysis | [.md](https://openaitools.app/tool/gptexcel.md) |
| 5 | [Basedash](https://openaitools.app/tool/basedash-com) | 75,536 | +12.7% | Free Trial, Paid, Contact for Pricing | AI-native business intelligence your whole team can actually trust | [.md](https://openaitools.app/tool/basedash-com.md) |
| 6 | [Formula Bot (Better Analyst)](https://openaitools.app/tool/excel-formula-bot) | 73,186 | -35.3% | Freemium | AI data analyst that turns plain-English questions into charts, dashboards and clean spreadsheets | [.md](https://openaitools.app/tool/excel-formula-bot.md) |
| 7 | [Chat2DB Local](https://openaitools.app/tool/chat2db-local) | 55,791 | -5.5% | Free Trial, Paid, Contact for Pricing | AI text-to-SQL client for database management and analysis | [.md](https://openaitools.app/tool/chat2db-local.md) |
| 8 | [ExcelMaster.ai](https://openaitools.app/tool/excelmaster-ai) | 46,640 | +2% | Freemium, Free Trial | An autonomous AI agent that writes, runs, and verifies Excel formulas, VBA, and Python inside your workbook | [.md](https://openaitools.app/tool/excelmaster-ai.md) |
| 9 | [Explo](https://openaitools.app/tool/explo) | 35,872 | -14% | Freemium, Paid, Contact for Pricing | Embed AI-powered, white-label analytics and data sharing into your product | [.md](https://openaitools.app/tool/explo.md) |
| 10 | [Wren AI](https://openaitools.app/tool/wren-ai-cloud) | 34,444 | -8.6% | Freemium, Free Trial, Contact for Pricing, Free | Ask your data in plain language, get one trusted answer | [.md](https://openaitools.app/tool/wren-ai-cloud.md) |

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Source: https://openaitools.app/compare/bilbo-vs-numerous

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