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My brother and I built a BI tool with zero UI for data consumers

Details

External ID
47178988
Source
HN
Company
—
Product
My brother and I built a BI tool with zero UI for data consumers
Website domain
bonnard.dev
Launched
Feb. 27, 2026
Cohort
—
Upvotes
8
Upvotes percentile
0.4393530997304582
Tags
—
Fetched at
Sept. 7, 2026, 9:25 p.m.
Updated at
Sept. 7, 2026, 9:25 p.m.

Enrichment

Theme
web development and browser utilities
Vertical
Horizontal
Function
Analytics & BI
Audience
B2B
AI stance
Not AI
Project type
Commercial product
Normalized one-liner
business intelligence tool with no ui for data consumers
Manually corrected
False

Could you build this?

Partial Creating an MCP server or API that generates charts for LLMs is straightforward, but building a production semantic layer with cross-database connection pooling, tenant isolation, and RBAC requires deeper architectural expertise.

What it would actually take: A complete version requires a robust semantic modeling layer (similar to Cube.js or dbt semantic layer), a multi-tenant query router supporting varied SQL dialects (Postgres, Snowflake, BigQuery), fine-grained row/column-level role-based access controls (RBAC), and integration with external OAuth providers and LLM tool calling protocols (MCP). It requires expertise in data engineering, query planning, and enterprise security.

Discussion

8 comments analyzed.

Competitors mentioned: Metabase, Claude Desktop/Artifacts, Custom Slack bots with BigQuery access

Concerns raised: AI accuracy on complex analysis (last 10% problem), User trust requires ability to trace and verify numbers, Users will redo AI-generated analysis manually anyway, Governance and data access control

Feature requests: Governance/access control layer, Follow-up question handling in chat threads, Report creation and linking capabilities

Competitors

Other products that read as similar to this one — 29 launches clear the similarity bar, closest 8 shown.

Attention rank: #16 of 30 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 119 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a analytics & bi tool for Legal yet.