Myriade
Myriade reverse-engineers your warehouse into a governed context layer for reliable AI analytics on messy data.
Myriade bets you'd rather approve a catalog than build one, and the 48-hour curve is the whole pitch. The per-member model is the catch: €39 on Starter and €49 on Team on top of the base fee means a 20-person analytics org clears €1,400/mo before Enterprise. If your bottleneck is undocumented tables and a backlogged data team, that math can work. If you need streaming analytics or a turnkey dashboard, it won't.
Verified 2d ago · liveness 72/100 · cite: rightaichoice.com/tools/myriade
- Data teams buried in documentation requests who want agents to map schemas, flag quality issues and identify zombie tables
- Data leaders who need a trusted, governed catalog without committing to a multi-month semantic-layer project
- Business analysts who want natural language answers sourced from validated warehouse data, with the SQL shown
- Enterprises with messy legacy warehouses that need governance-ready AI analytics plus self-hosting or VPC
- Teams that only need a lightweight SQL editor with no governance or context layer
- Organizations unwilling to grant read-only warehouse access and create a service account
- Buyers looking for real-time streaming analytics or event-processing
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Skip Myriade if you need SAML, SCIM and audit logs but can't move to the custom-priced Enterprise tier, or if nobody on your team can create a read-only service account in the warehouse.
Members are billed per head on top of the platform fee — €39/member on Starter and €49/member on Team, both billed annually ex VAT — so a 20-person analytics org adds roughly €800–€980/mo before the platform fee.
Myriade starts at €490/mo billed annually plus €39/member on Starter and €790/mo plus €49/member on Team, both billed annually ex VAT, with free unlimited viewers — so 5 builders run roughly €685–€1,035/mo. That undercuts a bespoke semantic-layer build or a consulting engagement, but sits above self-serve BI tools. Warehouse-native AI from Snowflake and Databricks is bundled into your compute contract; Myriade's counter is cross-source context at a fixed price. Security-gated buyers need Enterprise, priced on
In short
Myriade — Myriade reverse-engineers your warehouse into a governed context layer for reliable AI analytics on messy data. Best for Data teams buried in documentation requests who want agents to map schemas, flag quality issues and identify zombie tables, Data leaders who need a trusted, governed catalog without committing to a multi-month semantic-layer project, Business analysts who want natural language answers sourced from validated warehouse data, with the SQL shown. Plans from €190.
What people actually say about Myriade — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
36 mentions across 4 sources (Hacker News, YouTube, Product Hunt, Lemmy) · researched Aug 15, 2026.
Average across the 4 sources that answered — each source counts once, not each post.
- +Transparent pipeline: users can see and tweak the SQL behind AI answers
- +Self-hosting in one command is a major privacy win for sensitive data
- +Free to try with no upfront semantic layer or cleanup needed
- +Focused on analytics reliability, not just cataloging or BI dashboards
- +Natural language queries make data access easier for non-technical users
- −No published benchmarks on complex schemas or large datasets
- −Self-host setup ease is questioned despite the one-command claim
- −Launch feedback is thin—lacks real-world usage validation
- −Pricing transparency is poor; details on free tier and tiers unclear
- −Competes with established BI tools and may struggle for differentiation
- • Platform fee of €149/mo is additional and not clearly advertised in initial messaging
- • Enterprise features like self-hosting may require custom pricing beyond listed tiers
Viability Score
How well maintained and how widely used is Myriade? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: October 2026
How we score →Key Features
- Read-only warehouse connection with no migration, prep or semantic layer required
- Autonomous reverse-engineering of warehouse schemas, joins and business context
- Natural language querying with sourced answers and the executed SQL attached
- Per-answer exploration log showing which tables and columns the agent examined
- Quality notes on every answer listing assumptions and flagged data issues
- AI agents for search, quality review, SQL optimization and deep analysis
- dbt and MetricFlow transformation writing delivered as pull requests (20/mo Starter, 100/mo Team)
- Zombie table detection with safe-to-deprecate suggestions
- Active monitoring with scheduled 360° audits (quarterly, monthly, or weekly and on demand)
- Auto-generated glossary and metrics, certified by your data team
- MCP access so teams query governed context from Claude, Copilot or Gemini
- Company-wide querying on Enterprise with no extra seat cost
- Proactive alerts when monitored metrics move, plus silent background checks
- FinOps warehouse cost reporting (quarterly, monthly, or continuous with alerts)
- Self-hosting available on every plan; VPC and BYOK on Enterprise
About Myriade
Myriade connects read-only to the warehouses you already run — Snowflake, BigQuery, Databricks, PostgreSQL, Oracle, MySQL, MongoDB, Redshift and Fabric — and has AI agents map every table, join and metric, sample the data, and learn how it is actually queried. Instead of hand-modelling a semantic layer first, you point it at what exists. When a definition is ambiguous, the agent asks your data team rather than guessing. The vendor's stated timeline runs from connection to answers in 48 hours: Hour 0 connect, Hour 4 discover, Hour 24 validate, Hour 48 analyse. It reports roughly 90% of tables auto-validated in a first pass and flags zombie staging tables as safe to deprecate. There are two doors into the same governed layer. Data teams get agents for search, quality review, SQL optimisation, deep analysis, and dbt and MetricFlow transformations delivered as pull requests. Business users ask in plain language and get answers with the executed SQL, an exploration log of which tables and columns the agent examined, quality notes and cited sources — inside the data team's rules rather than in a shadow BI tool. Teams can also query through MCP from Claude, Copilot or Gemini; on Enterprise that becomes company-wide querying at no extra seat cost. Self-hosting is available on every plan. Pricing is deliberately per-builder: €490/mo billed annually plus €39 per member on Starter, €790/mo plus €49 per member on Team, and custom Enterprise with 10+ sources, weekly audits, SAML/SCIM and BYOK. Viewers — anyone who only browses the catalog, definitions and results — are free and unlimited on every tier, and Myriade pitches each plan with AI capacity included as fair use rather than a token meter. Against warehouse-native AI from Snowflake and Databricks, the argument is breadth and ownership: those tools see one platform and expect semantic models your team maintains, while Myriade builds context across sources and lets you export it to an existing catalog. It competes less
Behind the Verdict
Pick Myriade when the real blocker is nobody knows what is in the warehouse. The reverse-engineering loop — agents map tables, flag zombie staging tables, route only the ambiguous cases to humans, then write dbt and MetricFlow PRs — targets the specific misery of a data team drowning in documentation requests. The 150-tables-in-under-a-week datapoint from its own testimonial is the number to test against your own schema in the pilot. Where it bites is the seat arithmetic. You pay for builders, not viewers, which sounds generous until you count builders. Twenty analysts at €49 per member on Team is roughly €1,770/mo on top of nothing — the base is included in that figure — but it still lands north of most teams' entire BI budget, and that is before you want SAML, SCIM and audit logs, which sit behind the custom Enterprise tier. We'd reach for this in mid-market and enterprise shops with a genuinely untidy legacy stack, or teams already living in Claude, Copilot or Gemini who want governed MCP access rather than another tab. The self-hosting and EU cloud option on every plan matters for regulated buyers. Pass if your problem is dashboards, not context. A warehouse-native AI assistant from Snowflake or Databricks may be cheaper if you are single-platform and already have a maintained semantic model — Myriade's own FAQ concedes that difference, arguing only that those tools need models your team must write. If you have no warehouse at all, it still connects read-only to Oracle, PostgreSQL and MySQL, so that objection is weaker than it looks. One caution: the 48-hour promise is a vendor timeline. Treat it as a pilot target with someone senior on the data team available for the Hour 24 validation step, not as a guaranteed outcome. And budget for the PR packs at €190 per
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Real-world workflow fit
Concrete scenarios for the personas Myriade actually fits — and what changes day-one when you adopt it.
Creates a read-only Snowflake service account, connects Myriade in Hour 0, and lets agents map tables, joins and metrics through Hour 4. At Hour 24 the team reviews the agent's inferences and settles only the ambiguous definitions; by Hour 48 marketers are asking questions in plain language against certified metrics.
Outcome: A documented catalog and governed self-serve analytics without a multi-month modelling project, with zombie staging tables flagged for deprecation along the way.
Asks Myriade in natural language for margin by product category. The answer arrives with the executed SQL, an exploration log of the tables and columns the agent checked, quality notes on assumptions, and a report that then refreshes itself weekly.
Outcome: An answer they can defend in a review rather than a black-box number, without opening a ticket with the data team or building a shadow spreadsheet.
Reviews the dbt and MetricFlow transformations the agent proposes as pull requests, approving or amending them the same way as any code change, and monitors the 50 active controls watching for quality drift between audits.
Outcome: Glossary and metric changes land through normal code review instead of ad-hoc edits, and quality regressions surface before someone downstream notices.
Use Cases
- Connect your Snowflake warehouse in 5-10 minutes and get a documented catalog of tables, columns and relationships.
- Ask 'What is our margin by product category this quarter?' and receive a verified answer with supporting SQL, an exploration log and quality notes.
- Reverse-engineer ten years of undocumented legacy tables so AI analytics stop contradicting each other.
- Document 150+ tables in under a week with roughly 90% auto-validated, then have your team approve the rest.
- Detect zombie tables, stale pipelines and data quality issues across your warehouse, with safe-to-deprecate suggestions.
- Grant business teams self-serve answers without writing SQL or waiting on the data team, under the data team's rules.
- Run governed company-wide AI analytics on Enterprise by querying Myriade context from Claude, Copilot or Gemini at no extra seat cost.
- Track warehouse compute cost with FinOps reports and continuous alerts when query spend drifts.
Limitations
- Myriade connects read-only to your warehouse via a dedicated service account needing INFORMATION_SCHEMA and schema/table read privileges, so setup depends on admin permissions and typically takes 5-10 minutes.
- Governance and security features (domains/roles/access control, SAML, SCIM, audit logs) are Enterprise-only, while Starter and Team include team roles.
- Members are billed per head on top of the platform fee (€39/mo Starter, €49/mo Team, billed annually) with sources and catalog size capped on lower tiers (1 source / 200 tables on Starter, 3 sources / 1,000 tables on Team), and transformation PRs are metered (20/mo Starter, 100/mo Team).
- Warehouse compute depends on your own sizing as agents run many SQL statements.
as of 2026-10-09
Verification history
We have re-verified Myriade 9 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-checked, vendor evidence unchanged
Showing the 6 most recent of 9 verification passes.
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Myriade tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Starter
€490/mo + €39/member (billed annually, ex VAT)
Ideal for
First data projects and single-warehouse teams of up to 10 builders who need a documented catalog and governed plain-language querying before committing to a wider rollout.
What this tier adds
Starting tier: 1 source, 200-table catalog scan, 20 transformation PRs/mo, quarterly 360° audit, quarterly FinOps reports, up to 10 members.
Team
€790/mo + €49/member (billed annually, ex VAT)
Ideal for
An established data team running two or three sources across up to 50 builders, where monthly audits and continuous quality monitoring matter more than the entry price.
What this tier adds
Adds 3 sources and a 1,000-table scan over Starter, plus 100 PRs/mo, active monitoring up to 50 controls, monthly 360° audits and monthly FinOps reports.
Enterprise
Custom
Ideal for
Whole-company deployments with 10+ sources, security review requirements (SAML, SCIM, audit logs), and business users asking Myriade questions from Claude, Copilot or Gemini.
What this tier adds
Adds unlimited members, 10+ sources, 1,000+ tables, 50+ monitoring controls, weekly and on-demand audits, continuous FinOps alerts, domains/roles, SAML + SCIM + audit logs, VPC and BYOK — with company-wide assistant access at no extra seat cost.
Extra PRs Pack
€190 per pack of 50
Ideal for
Starter and Team customers whose transformation backlog outruns their monthly PR allowance during a migration or a large modelling push.
What this tier adds
Transactional add-on rather than a tier: 50 additional dbt / MetricFlow transformation PRs for €190, purchasable on demand.
Where the pricing makes sense
The company stage and team size where Myriade's pricing actually pencils out — and where peers do it cheaper.
Myriade starts at €490/mo billed annually plus €39/member on Starter and €790/mo plus €49/member on Team, both billed annually ex VAT, with free unlimited viewers — so 5 builders run roughly €685–€1,035/mo. That undercuts a bespoke semantic-layer build or a consulting engagement, but sits above self-serve BI tools. Warehouse-native AI from Snowflake and Databricks is bundled into your compute contract; Myriade's counter is cross-source context at a fixed price. Security-gated buyers need Enterprise, priced on
Setup time & first value
How long it actually takes to get something useful out of Myriade — broken out by persona, not the marketing-page minute.
Connection is documented at roughly 5–10 minutes per warehouse: create a dedicated read-only service account with INFORMATION_SCHEMA and SELECT grants, then paste credentials — the docs give copy-paste SQL for Snowflake and step-by-step flows for BigQuery, PostgreSQL and MotherDuck. First useful answers land within the same session. The full 48-hour figure covers the discovery and validation
Switching to or from Myriade
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From a manually maintained data catalog: connect read-only, let agents generate the documentation, then approve it — the vendor states results export to your existing catalog, so you can keep it or replace it later.
- →From a hand-built semantic layer: Myriade writes dbt and MetricFlow transformations as PRs against your existing repo rather than asking you to rebuild definitions elsewhere.
- →From manual SQL exploration: connect one source, run your first question, and compare the agent's exploration log and SQL against your own findings before broadening access.
- →From no warehouse at all: Myriade connects directly to Oracle, PostgreSQL and MySQL read-only, and the vendor states everything moves with you if you build a warehouse later.
- ↗To a self-hosted deployment: every plan supports self-hosting, so you can move off the EU cloud without changing tier.
- ↗To your existing catalog: documentation and certifications export, so the definitions you approved do not have to be retyped.
- ↗To another warehouse: Myriade connects read-only across ten platforms, so changing the underlying engine does not require rebuilding the context layer.
- ↗To no renewal: revoke access by disabling or deleting the service account in your warehouse, which cuts off all agent access immediately.
Integrations
Resources & Guides
Tutorials & Learning
YouTube returned 6 videos for “Myriade”, and we withheld 6: 6 could not be judged, because “Myriade” is a single word that other videos use for other things. We are showing none, because we could not prove any of them are about Myriade.
Official links
Tools that pair well with Myriade
Common stack mates teams adopt alongside Myriade, with the specific reason each pairing earns its keep.
Hex
Hex is an AI analytics platform where your team asks questions, explores data in SQL and Python notebooks, and publishes governed data apps.
Querio
Querio delivers governed natural-language analytics where every answer ships with inspectable SQL and Python in a git repo you own.
Hex Magic
Hex Magic adds an agentic AI layer to Hex notebooks, turning data questions into inspectable Python and SQL.
Featured Head-to-Head Comparisons
Myriade vs Screenplayiq
ScreenplayIQ and Myriade serve entirely different markets. ScreenplayIQ is a niche tool for screenwriters and producers who need data-driven screenplay feedback and box office predictions. Myriade is an enterprise data platform for data engineers and business analysts needing automated documentation and reliable analytics on messy warehouse data. Choose based on your domain: storytelling or data intelligence.
Myriade vs Nectar Energy
Choose Nectar Energy if your priority is reducing energy costs and carbon footprint in commercial buildings with automated HVAC/lighting controls and ESG reporting. Choose Myriade if you need to tame messy warehouse data for reliable AI analytics without upfront cleanup. They solve completely different problems — the right tool depends on whether your challenge is physical energy management or digital data governance.
Myriade vs Geologicai
GeologicAI wins for critical minerals miners needing end-to-end core scanning with rapid turnaround, especially after the Lumo Analytics acquisition adds LIBS for light element detection. Myriade is better for enterprise data teams that need autonomous data quality and governance without upfront cleanup, but its value depends on warehouse scale. Choose GeologicAI if you drill cores; pick Myriade if you manage messy data.
Alternatives to Myriade
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Hex is an AI analytics platform where your team asks questions, explores data in SQL and Python notebooks, and publishes governed data apps.
Frequently Asked Questions
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