Enterprise AI search
Review vector-based semantic retrieval, tenant-aware knowledge and the path from source to useful context.
Explore enterprise AI searchEnterprise search comparison
Compare enterprise search software against real requirements
This enterprise search software comparison starts with the content your people use, the questions they ask and what they need to do with the answer. Give every provider the same brief, record the evidence and use the free evaluation worksheet to build a shortlist you can defend.
Evaluation matrix
Give every provider the same test
| 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 source permissions, named-resource access, effective decisions and review evidence | Search, AI or a workflow may expose or operate on content for the wrong user or service |
| Deployment | Architecture, service topology and operating responsibilities for the required environment | The product may not fit infrastructure, scale, 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 |
| Connections | A live test of representative business systems, email, databases and provider accounts | Configuration support may be mistaken for proven behaviour in the target environment |
| 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 |
Printable resource
Take the comparison into the demonstration
Use a fillable four-page worksheet to give each provider the same content, questions, access roles and required pass/fail gates. Record what was demonstrated, what remained unavailable and which assumptions still need proof.
Pūnaha evaluation paths
Follow the evidence beyond the search box
Search quality is only one part of an enterprise decision. Check how access, connections and workflow control fit the operating model.
Access governance
Check named-resource permissions, explainable decisions and review evidence for people and services.
Explore access governanceEnterprise connections
Evaluate how systems, databases, email and AI providers cross a visible, governed boundary.
Explore connectionsWorkflows and cases
See how retrieved knowledge becomes versioned workflow work, human review and adaptive case activity.
Explore workflowsMarket research
Products you may come across while building a shortlist
This is a starting list, not a ranking. Product scope and positioning change, so check each provider's current information and test it against your own requirements.
Coveo
Review its current enterprise search, relevance and AI capabilities on the provider's website.
Visit CoveoSinequa
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, flexible deployment, named-resource access, connections, versioned workflows and human approval.
Tour PūnahaShortlist process
Leave each demonstration with evidence you can compare
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
This page is not a ranking or an analyst endorsement
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.
Questions to ask when comparing enterprise search software
What should an enterprise search comparison include?
Compare retrieval relevance, content coverage, permissions, deployment, model choice, connections, workflow control and ongoing operations against the same representative requirements.
How can we compare providers fairly?
Give each provider the same sources, questions, users and pass or fail criteria. Record what was demonstrated, what remained unavailable and which assumptions still need proof.
Is search quality enough to choose a platform?
No. Search quality matters, but the platform also needs to fit access controls, deployment, integrations, workflow governance, support and the people responsible for operating it.
Give Pūnaha the same test
Share the content, deployment and workflow criteria you plan to use, and we will shape a private demonstration around them.