Great Expectations (Superconductive)
Open-source data validation framework; company dismantled and split in May 2026.
On the record
Checkpoint: greatexpectations.io domain/brand retirement or rebranding under FICO/Fivetran expected
The call
Great Expectations as a standalone company ended in May 2026, split between FICO's commercial product and Fivetran's open-source stewardship.
Great Expectations built tools to check that data in pipelines stays clean and reliable, a job that companies need as they move more data around. The company was taken apart in May 2026: FICO bought the paying customers part, while Fivetran took over the free, open-source piece. The split happened because AI tools like Monte Carlo and ExpectAI can now write these checking rules automatically instead of by hand, which made the original product less special to defend or sell as one complete thing. What matters now is whether the Great Expectations name stays alive under FICO or disappears into FICO's own brand, and whether the staff who built it stick around at their new homes or leave.
Why
01
AI pressure: Monte Carlo agentic features, ExpectAI-style rule automation. AI auto-generates validation rules, commoditizing the hand-written checks that were GX's core workflow. Could AI do the core job? Yes, likely.
02
Bigger players: FICO and Fivetran. FICO bought GX Cloud outright, Fivetran took over GX Core; the independent company no longer exists as of May 2026. Could a giant copy it? Yes, easily.
03
What protects it. 20M+ monthly OSS downloads give the GX Core validation syntax wide developer familiarity, now owned by Fivetran.
What would change this call
Whether FICO rebrands or retires the GX Cloud product name within 12 months. Shows whether GX Cloud survives as a distinct offering or is fully absorbed into FICO.
Whether greatexpectations.io domain and brand still exist by early 2027. Confirms whether the GX name disappears entirely as judges expect.
Whether Fivetran merges GX Core into its own data quality product roadmap. Shows if the open-source project loses its separate identity under Fivetran.
Whether greatexpectations.io domain and brand still exist by early 2027. Confirms whether the GX name disappears entirely as judges expect.
Whether Fivetran merges GX Core into its own data quality product roadmap. Shows if the open-source project loses its separate identity under Fivetran.
Key numbers
- $64.5M total funding raised
- 20M+ monthly OSS downloads
- No revenue ever publicly disclosed
Named risks
- Independent company ceased to exist as of May 2026, split between FICO and Fivetran.
- No revenue or ARR ever publicly disclosed, making financial health unverifiable.
- Core manual rule-writing value proposition commoditized by AI features like ExpectAI and rival agentic tools.
- GX brand and domain likely retired within 6 to 12 months post-acquisition per company watch items.
- Headcount redistribution to FICO and Fivetran with unclear retention terms for existing staff.
Rivals, as read in July 2026
| Rival | Direction | Evidence |
|---|---|---|
| FICO | losing to | FICO acquired GX Cloud commercial product outright, announced 2026-05-05 |
| Fivetran | losing to | Fivetran took stewardship of GX Core open-source project, 2026-05-13 |
| Monte Carlo | losing to | Category leader in AI-driven observability, reportedly $340M+ raised as of 2026-04-30 |
| Soda | contesting | Runs identical open-source-plus-commercial model as direct peer, per 2026-02-14 comparison |
| Amazon Deequ | contesting | Free AWS-native alternative for Spark validation, noted 2026-04-27 |
| Sifflet, Anomalo, Bigeye, Metaplane, Acceldata | losing to | All shipping agentic AI observability features as of 2026-06-08 while GX was being absorbed |
Questions people ask
- Does Great Expectations still exist as an independent company in 2026?
- No. As of May 5, 2026, FICO agreed to acquire GX Cloud, the commercial product, and Fivetran became steward of GX Core, the open-source project, on May 13, 2026, splitting the company and ending it as a standalone entity.
- Who owns Great Expectations now?
- Great Expectations was split in May 2026: FICO acquired GX Cloud, the paid SaaS product, folding it into the FICO Platform, while Fivetran took over stewardship of the open-source GX Core project and community, announced May 13, 2026.
- Is Great Expectations profitable?
- No revenue, ARR, or profitability figures were ever publicly disclosed. The company only claimed self-reported 'steady sales growth' for GX Cloud as of January 2025, with terms of the May 2026 FICO acquisition also undisclosed.
- Could AI replace Great Expectations' core product?
- GX itself admitted this risk by launching ExpectAI in February 2025, which auto-generates validation rules from data patterns, automating the manual rule-writing that was historically GX's core value proposition.
- Who is Great Expectations' biggest competitor?
- Monte Carlo is the category leader in AI-driven data observability, reportedly raising over $340 million as of April 2026, far outpacing GX, while peers Soda and Amazon Deequ offer similar open-source-plus-commercial validation tools.
- How much funding did Great Expectations raise before being acquired?
- Great Expectations, formerly Superconductive, raised a total of $64.5 million: a $21 million Series A led by Index Ventures in May 2021, and a $40 million Series B led by Tiger Global in February 2022.
Timeline
- 2026-05-13Fivetran becomes steward of GX Core open-source project and community
- 2026-05-05FICO agrees to acquire GX Cloud, folding it into the FICO Platform
- 2026-01-08GX 2025-in-review blog frames strategy around AI and ExpectAI expansion
- 2025-06-15GX Cloud ships cross-source query comparison feature for Postgres/Snowflake
- 2025-02-12ExpectAI launched, auto-generating validation rules from data patterns
- 2025-01-21Hernan Alvarez named CEO, succeeding co-founder Abe Gong
- 2024-08-21GX Core described as Apache 2.0 framework supporting Pandas, Spark, SQL
- 2022-12-19Company rebrands from Superconductive to Great Expectations
- 2022-02-10Superconductive raises $40M Series B led by Tiger Global
- 2021-05-24Superconductive raises $21M Series A led by Index Ventures
Revision history
21 July 2026
First assessed. Little protection left. The text above is fixed as of this date and is not edited afterwards.
In the same band
Sources
- An Update for the Great Expectations Community (2026-05-05)
- Superconductive Raises $40M in Series B Funding (2022-02-10)
- GX embarks on a new journey (2025-01-21)
- Products, Competitors, Financials, Employees, Headquarters Locations (2025-05-07)
- Superconductive raises $40M (2022-02-10)
- Where is Great Expectations Located? (2023-10-09)
- December 2022 • Great Expectations (2022-12-19)
- March 2025 • Great Expectations (2025-02-12)
- Building Trust Into Your Data Work (2026-01-08)
- June 2025 • Great Expectations (2025-06-15)
- Data Ecosystem Wiki
- Monte Carlo vs Anomalo vs Bigeye 2026 (2026-04-30)