AI · head to head
Avathon vs Gumloop

Avathon
AI
Industrial AI for asset performance and renewables, formerly SparkCognition
- From
- On request
- Rated
- -

Gumloop
AI
AI infrastructure platform for building and deploying autonomous agents
- From
- Free
- Rated
- -
The short version
- Only Gumloop has a free tier, so it costs nothing to try first.
- Each has a real cost: Avathon the company rebranded from SparkCognition to Avathon and narrowed its focus after repeated reported layoff rounds, so reference checks and roadmap commitments made under the old name need reconfirming.; Gumloop pro plan at $37/month may be limiting for enterprises considering spending caps
- They diverge on capability: Avathon covers Renewable Suite, Gumloop covers No-code agent builder.
- Prices and features above were last checked on 1 September 2026.
Where they differ
Only the attributes on which Avathon and Gumloop actually diverge.
Identical on both: user rating (Not yet rated), category (AI).
What each one covers
Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.
Only in Avathon
- Renewable Suite
- Loss attribution
- Predictive maintenance models
- Computer vision
- Digital twin models
- Work order integration
- Fleet benchmarking
- Document intelligence
Only in Gumloop
- No-code agent builder
- 300+ app integrations
- Company Brain
- Self-improving agents
- Multi-channel deployment
- Role-based access
- Budget controls
- Audit logging
What people use each for
The jobs each tool is most often brought in to do.
Avathon
- A wind fleet owner wanting underperforming turbines ranked by lost megawatt hours rather than by alarm countnot Gumloop
- A solar independent power producer detecting inverter and string underperformance that falls below the SCADA alarm thresholdnot Gumloop
- A manufacturer with years of historian data and failure records who wants failure prediction models trained on their own historynot Gumloop
- A site using cameras to detect missing personal protective equipment or unauthorised entry into restricted zonesnot Gumloop
Gumloop
- CRM management and sales pipeline analysisnot Avathon
- Lead qualification and sales outreach automationnot Avathon
- Meeting preparation and call analysisnot Avathon
- Data analysis and automated reportingnot Avathon
- Content creation and knowledge base updatesnot Avathon
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Avathon
- The company rebranded from SparkCognition to Avathon and narrowed its focus after repeated reported layoff rounds, so reference checks and roadmap commitments made under the old name need reconfirming.
- Headcount is in the low hundreds against a product portfolio spanning renewables, vision, predictive maintenance and document AI, which is thin coverage per product line for enterprise support expectations.
- Model accuracy depends on having enough labelled historical failures, and sites with short data history or poor maintenance record-keeping get generic anomaly detection rather than useful failure prediction.
- Nothing is published about pricing or asset-count thresholds, so there is no way to judge whether a small fleet is even a viable customer without entering a sales cycle.
- It sits on top of your SCADA and CMMS rather than replacing them, so the integration and asset-hierarchy mapping work is a real project cost that the software subscription does not cover.
Gumloop
- Pro plan at $37/month may be limiting for enterprises considering spending caps
- Requires enterprise plan for advanced security controls needed by large organizations
- No permanent free tier beyond 14-day trial
- Company Brain integration depends on having all tools connected
Pricing, plan by plan
Avathon
On request- Avathon$undefined/year
- Annual subscription sized by asset count or installed megawatts for renewables
- Separate pricing for vision, predictive maintenance and document products
- Model development and data onboarding quoted as a professional services project
Gumloop
Free- Free TrialFree
- 14-day free trial of Pro plan
- Enterprise$undefined/custom
- Custom credit allocation
- 35+ models plus custom proxy
- Org-wide security controls
Which should you pick?
Choose Avathon if
- You need renewable suite.
- You work on Web, Cloud.
- You also want loss attribution.
Choose Gumloop if
- You need no-code agent builder.
- You want to start without paying.
- You work on Web, Slack, Microsoft Teams, Gmail.
- You also want 300+ app integrations.
Questions people ask
- Is Avathon or Gumloop better?
- Neither clearly leads. Avathon starts at On request and Gumloop at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Avathon or Gumloop?
- Gumloop has a free tier; the other does not. Paid plans start at On request for Avathon and Free for Gumloop.
- Does Avathon or Gumloop run on more platforms?
- Avathon runs on Web, Cloud. Gumloop runs on Web, Slack, Microsoft Teams, Gmail.
- Can I use Gumloop for free?
- Yes. Gumloop has a free tier, so you can try it without paying. Avathon starts at On request.
- What is Avathon best used for?
- Avathon is most often used for a wind fleet owner wanting underperforming turbines ranked by lost megawatt hours rather than by alarm count, a solar independent power producer detecting inverter and string underperformance that falls below the scada alarm threshold, a manufacturer with years of historian data and failure records who wants failure prediction models trained on their own history, a site using cameras to detect missing personal protective equipment or unauthorised entry into restricted zones. Of those, a wind fleet owner wanting underperforming turbines ranked by lost megawatt hours rather than by alarm count and a solar independent power producer detecting inverter and string underperformance that falls below the scada alarm threshold are not what Gumloop is typically brought in for.
- What can Avathon do that Gumloop cannot?
- Avathon covers Renewable Suite, Loss attribution, Predictive maintenance models, Computer vision. Gumloop covers No-code agent builder, 300+ app integrations, Company Brain, Self-improving agents.
Answered from the vendors’ own pages
Avathon: Is this the same company as SparkCognition?
Yes. SparkCognition rebranded to Avathon and refocused on industrial and government asset AI.
Gumloop: Can non-technical users build agents with Gumloop?
Yes, Gumloop is designed for domain experts without programming skills. The no-code interface enables anyone who understands a task to automate it without coding.
SourceAvathon: Which product is most mature?
The renewable energy suite for wind and solar underperformance, which has the longest production deployment history.
Gumloop: How many applications can Gumloop integrate with?
Gumloop integrates with 300+ business tools including Salesforce, HubSpot, Slack, Gmail, GitHub, Jira, and others. The Company Brain feature unifies data from all connected applications.
SourceAvathon: Does it need my historian data in the cloud?
Generally yes for model training and ongoing scoring, which is a security review item for utility and defence customers.
Gumloop: What security features does Enterprise include?
Enterprise plans offer SCIM and SAML support, SOC 2 Type II compliance, custom MCP server hosting, advanced admin features, audit logging, and VPC deployments for data isolation.
SourceAvathon: Can it work without historical failure records?
It will still do anomaly detection, but failure prediction models need labelled historical failures to be worth the deployment cost.
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