Coveo
Review its current enterprise search, relevance and AI capabilities on the provider's website.
Visit CoveoEnterprise search comparison
Compare enterprise search software against the work you need to support
A useful shortlist starts with representative content, questions, workflows and control requirements. Product demonstrations should then provide evidence against the same evaluation frame.
Your requirements
Comparable evidence
Informed shortlist
Evaluation matrix
Use the same questions for every provider
| Area | Evidence to request | Risk to test |
|---|---|---|
| Retrieval relevance | Results for an agreed set of representative queries | A polished demo may not reflect your language or content |
| Content coverage | Successful processing of representative source formats and structures | Important material may be unreadable or lose context |
| Permissions | Demonstration of access boundaries from source to result | Search or AI may expose content to the wrong user or process |
| Deployment | Architecture and operating responsibilities for the required environment | The product may not fit infrastructure, security or support needs |
| Model choice | Supported deployments and the data path for each model call | A provider dependency may restrict control or future choice |
| Workflow control | Versioning, approvals, execution records and failure handling | A useful answer may not translate into a governable process |
| Operations | Monitoring, change, backup, support and retention approach | Operational effort may be hidden during selection |
| Business evidence | Referenceable outcomes or an agreed proof with measurable criteria | Unverified benefit claims may drive the decision |
Market research
Providers buyers may include in their research
Product scope and positioning change. Review each provider's current official information and test it against your own requirements.
Sinequa
Review its current enterprise search and knowledge discovery capabilities on the provider's website.
Visit SinequaElastic
Review its current search platform and AI search capabilities on the provider's website.
Visit ElasticLucidworks
Review its current search and discovery products on the provider's website.
Visit LucidworksSquirro
Review its current enterprise AI and insight capabilities on the provider's website.
Visit SquirroAlgolia
Review its current search and discovery capabilities on the provider's website.
Visit AlgoliaGlean
Review its current workplace search and AI capabilities on the provider's website.
Visit GleanPūnaha
Evaluate enterprise search, customer-managed deployment, model choice, versioned workflows and human approval.
Tour PūnahaShortlist process
Turn comparison into evidence
Write the evaluation frame
Define representative sources, questions, users, deployment requirements and workflow outcomes.
Separate required from desirable
Use clear acceptance criteria so attractive extras do not hide a missing control or core capability.
Ask each provider to demonstrate
Use the same examples and questions wherever practical, and record assumptions or unavailable capabilities.
Test the operating model
Review implementation, change, monitoring, support and ownership as carefully as the search experience.
Validate business claims
Request customer evidence or run a bounded evaluation before relying on performance or return claims.
About this comparison
No provider ranking or analyst endorsement is implied
The providers above are market examples, not a complete list or a ranking. Pūnaha has not reproduced each provider's current feature set and does not claim that every product serves the same use case.
Pūnaha is a new product without public customer references or Gartner validation. Buyers should review current official product information and require evidence for the requirements that matter to them.
Include Pūnaha in a like-for-like evaluation
Share the content, deployment and workflow criteria you want a private demonstration to address.