GoSearch alternatives at a glance
Five alternatives compared with GoSearch on eight criteria.
Comparison as of September 19, 2026
| Criteria | GoSearch (baseline) | Tricky Wombat | Glean | Guru | Dust | Onyx |
|---|---|---|---|---|---|---|
| Best for | Teams that want self-serve setup and a free plan | Tricky Wombat fits teams with complex questions whose answers are spread across many sources | Large enterprises standardizing on one AI work platform | Support and revenue teams that need verified answers | Teams that want AI agents that act across their tools | Engineering-led teams that must self-host |
| Rollout scope | Per user. Self-serve signup on Free and Pro. Enterprise through sales | Project by project, from a single team. Runs alongside existing search tools | Organization-wide. Minimum often 100 to 250 users (Vendr) | Per user, sold through sales. Seat minimum set in the order form | Per seat. Business plan for teams up to 100 people. Enterprise above that | Per deployment. Self-hosted or vendor-hosted |
| Deployment time | "Minutes" to connect and start data sync, per GoSearch | Real time, as documents are uploaded | 4 to 5 weeks to first value for mid-sized companies (Glean Community) | No timeline published. Expertise team for knowledge architecture and agent setup included | No timeline published | "Minutes" for a self-hosted install, per Onyx docs |
| Contract terms | Free plan, no card required. Trials and proofs of concept case by case. Enterprise contract length and billing not published. Sold through sales | Monthly or annual. Enterprise: annual, begins with a 14-day pilot. 14-day free trial on self-serve plans | Annual standard, 2 to 3 year terms common (Vendr) | Monthly or annual. Auto-renews unless notice is given 15 days before renewal | Free tier. Monthly seats cancel anytime. Annual seats run to the end of the commitment. Custom MSA on Enterprise | Community Edition: MIT license, no contract. Business: monthly or annual. Free cloud trial |
| Support model | Help center, technical support requests and live chat during normal operating hours | Email with 2-business-day response (Starter) up to 1-hour response and a shared Slack channel (Enterprise). Onboarding by the engineers who built the product | Support assistant and email for all users. Ticket escalation for designated support contacts | Support portal with replies "within a few hours," per Guru, plus an AI support bot | Email on Business. Priority support with SLA and a dedicated CSM on Enterprise | Community support on Business. Dedicated support with SLA on Enterprise |
| Integration depth | 100+ connectors: native, MCP and custom | Confluence, Google Drive, Dropbox, Asana and file shares. Reads 1,000+ file formats | 250+ connectors | 100+ integrations | Slack, Notion, GitHub, Drive and 20+ more on Business. Unlimited connectors and MCP servers on Enterprise | 50+ connectors, built in or through MCP |
| Vertical specialization | Horizontal | Mid-market professional and knowledge services | Horizontal. 85%+ of customers deploy across 5+ departments, per Glean | Customer-facing teams. GxP compliance for life sciences | Horizontal. 3,000+ organizations, per Dust | Horizontal, technical teams |
| AI capabilities | AI assistant, custom agents, no-code workflows, choice of LLMs. Bring your own LLM and cloud on Enterprise | Seven-step context pipeline before any model answers. All models on every plan. No training on customer data | Agents, model choice through Model Hub, MCP Gateway | Knowledge Agents with cited answers. Expert verification on intervals from 30 days to 1 year | 20+ frontier models. Custom agents and multi-agent workflows on schedules and triggers | Bring your own LLM, including self-hosted models. Agents and actions |
| How answers are assembled | Blends indexed data with live queries to connected apps. Inline citations on every claim | Patent-pending clustering algorithm: groups related passages from every source, then selects the context before a model answers | Permissions-aware knowledge graph ranked on usage signals (Futurum) | Knowledge Agents synthesize answers from Guru Cards and connected sources, with citations | Semantic search over synced data, plus MCP connections for simple queries and actions | Indexed retrieval on an open-source stack with your own model |
Sources for every cell are listed at the end of this page.
Test it on the messy stuff
Every vendor demo runs on data the vendor chose. Your data has duplicate files, stale drafts and three versions of the same rate card. Accuracy on that data is the only number that predicts whether people keep using the tool after month two.
Where you run the test matters as much as what you ask. GoSearch's free plan runs on your own connected apps, with 10 searches and 3 AI queries a day, and trials of paid features are case by case. A Tricky Wombat pilot runs on your live data, with no fee for 14 days.
Run the same test on your two finalists:
- Collect 10 questions your staff asked in the last month. Include at least 3 that need facts from more than one source.
- Connect the same sources to both tools with the same permissions.
- Score every answer as correct and cited, correct but uncited, wrong, or no answer.
- Count confident wrong answers on their own line. A confident wrong answer costs more than no answer, because someone acts on it.
Tricky Wombat publishes the seven points where retrieval pipelines fail (opens in a new tab). Use the list as a scoring checklist for any vendor, including this one.
Why do companies look for a GoSearch alternative?
Scope comes first. GoSearch lets one team start on its own. Some companies want one platform bought once and rolled out to every department, which points to Glean.
Ownership of answers is the second reason. Support and sales teams that repeat the same answers to customers often want a named expert to verify each one on a schedule. Guru is built around that workflow.
The third is action. If your goal is agents that run multi-step work on a schedule across Slack, Notion and GitHub, Dust is designed for that job.
Control is the fourth. GoSearch offers bring-your-own-cloud on Enterprise. Security teams that want to run and inspect the code itself tend to shortlist Onyx, which publishes its core under the MIT license.
Is Tricky Wombat right for you?
Tricky Wombat is built for firms where the answer to one client question often sits in three places: a proposal in Sales, a method in Delivery and a contract clause in Legal. Finding the closest-matching document is the easy part. Assembling the right context from all three is where answers go wrong. Tricky Wombat runs every question through a seven-step pipeline (query rewriting, GraphRAG, semantic analysis, clustering, reranking, statistical document selection and statistical chunking) before a model writes a word. The design follows one thesis: answer quality depends far more on the context a model receives than on which model you choose.
See how the seven-step pipeline works → (opens in a new tab)
The rollout matches how professional firms work. You deploy Tricky Wombat one project at a time, next to GoSearch or whatever search tool you already use. A project is up and answering questions as soon as your documents are uploaded. The engineers who built the pipeline run onboarding themselves, with no implementation partner in between, and Enterprise accounts get a shared Slack channel with a 1-hour response time.
Tricky Wombat is the wrong pick in two cases. If you want one platform that replaces every search tool across the company in a single rollout, Glean is built for that. And the company runs a deliberately small, invite-only onboarding queue, so you may wait for a slot.
Choose it over GoSearch if your hardest questions draw on many sources, you want context assembled and filtered before the model answers, and you want a pilot on your own data before you sign.
Which other GoSearch alternative fits your team?
Each of these four wins a different situation. Pick the card that sounds like your company.
Glean: best for companies rolling out one AI platform to every department
Glean is the company-wide option. It lists more than 250 connectors, and more than 85% of its customers deploy it across five or more departments, according to Glean's May 2026 announcement. Its assistant draws on a permissions-aware knowledge graph ranked on usage signals such as dwell time (Futurum (opens in a new tab)). Model Hub lets you choose the model, and an MCP Gateway connects Glean to other AI tools.
Plan for an organization-wide purchase. Vendr reports minimums often starting at 100 to 250 users and annual contracts, with 2 to 3 year terms common. The Glean Community puts first value for mid-sized companies at four to five weeks.
Choose it over GoSearch if leadership has decided on one search and agent platform for the whole company and wants it run as a formal rollout. For more options in this category, see Glean alternatives (opens in a new tab).
Guru: best for teams that need expert-verified answers
Guru wins where the same questions come up every day and a wrong answer reaches a customer. Every Guru Card has an assigned verifier, and you set the review interval from 30 days to one year. Knowledge Agents synthesize cited answers from Guru Cards and connected sources such as Google Drive, Slack, Confluence and Salesforce. Guru connects to more than 100 tools, bills monthly or annually, and supports GxP compliance for life sciences teams.
Guru's model centers on curated knowledge that people maintain. If most of your answers live in raw documents nobody curates, test that content during the working session Guru offers before you buy.
Choose it over GoSearch if your frontline teams answer repeat questions and you want named experts to own every answer.
Dust: best for teams that want AI agents that act across their tools
Dust is built for agents first and search second. You pick from more than 20 frontier models, build agents with your own knowledge and tools, and run multi-agent workflows on schedules and triggers. Dust reports more than 3,000 customer organizations and more than 300,000 agents deployed. The Business plan includes SSO and US or EU data residency, and Enterprise adds single-tenant deployment.
Dust's Business plan lists about two dozen connectors, with unlimited connectors and MCP servers on Enterprise. Confirm a connector exists for each source your team uses before you start.
Choose it over GoSearch if you want AI that runs tasks across your tools, not only answers questions. See Dust alternatives (opens in a new tab) for a closer look.
Onyx: best for teams that must self-host
Onyx, formerly Danswer, publishes its Community Edition under the MIT license. Your team runs the full stack on its own infrastructure with Docker, Kubernetes or Helm, and connects any model, including self-hosted models through Ollama or vLLM. The project has more than 32,000 GitHub stars and 50+ connectors. Its Enterprise plan adds SSO, on-premise deployment and dedicated support with an SLA.
Self-hosting moves operations work to your team. Upgrades, connector maintenance and uptime all become yours.
Choose it over GoSearch if you need to run and inspect the code yourself, or if you have engineers who want to own the stack. See Onyx alternatives (opens in a new tab).
Can you run Tricky Wombat alongside GoSearch?
Yes. Tricky Wombat does not ask you to replace anything. You deploy it one project at a time, connect only the sources that project uses, and give access only to the people on it. GoSearch keeps doing its job for everyone else.
The split works because the two jobs differ. GoSearch answers the everyday question across your apps: where is the travel policy, what did the team decide in Slack yesterday, who owns the Q3 deck. A client engagement asks harder questions. What did we recommend to a similar client in 2024, which contract terms did Legal reject, and how did Delivery scope the last three projects like this one? Those answers sit in proposals, method documents and signed contracts, often as long PDFs and old drafts. A project-scoped deployment tunes retrieval to one engagement's documents and vocabulary.
In practice, a firm starts with one practice group or one high-stakes engagement. Tricky Wombat is answering its questions as soon as that team's documents are uploaded. Existing access rights stay intact for every question, and every answer cites the material it came from. Nothing in your GoSearch setup changes. Teams inside larger companies use the same approach, which is why Tricky Wombat for small teams (opens in a new tab) runs on the same pipeline as the enterprise product.
How quickly can you start getting answers?
GoSearch and Onyx both say "minutes." For GoSearch, that is the time to connect apps and start the first sync. For Onyx, it is the time to run the self-hosted installer. Tricky Wombat answers questions as soon as your documents are uploaded. The Glean Community puts first value for mid-sized companies at four to five weeks. Guru and Dust do not publish a timeline.
Connecting your files is the quick part. Getting answers your team trusts takes tuning. Before you sign, ask each vendor three questions. Who does the tuning? How much of your team's time will it take? How will you measure success at the end of the pilot?
How should you choose an enterprise search vendor?
Start with the questions your team asks every week. Some are simple lookups, like a policy, a Slack decision or the latest rate card. Almost every tool on this page handles those. Others need facts from more than one team, like what you proposed to a similar client last year and what Legal changed in the contract. Those harder questions are where tools differ, so give them the most weight.
Next, decide whether you want answers or actions, and whether you want to roll out to one team, one project or every department at once.
Those answers usually point to a clear choice. If you want to sign up and search today, start with GoSearch. If leadership wants one platform for the whole company, look at Glean. If experts own the answers your teams repeat all day, look at Guru. If you want agents that act across your tools, try Dust. If your data must stay on servers you control, look at Onyx. If your hardest questions need answers pieced together from many sources and you want to start with one project, try Tricky Wombat.
Finally, run the same pilot on your top two choices. Watch for confident wrong answers, and check that people only see answers from files they are allowed to open.
Frequently asked questions
What is the best GoSearch alternative?
The best GoSearch alternative depends on your situation. Glean fits companies rolling out one platform to every department. Guru fits teams that need expert-verified answers. Dust fits teams that want AI agents that act across tools. Onyx fits teams that must self-host. Tricky Wombat fits teams with complex questions whose answers are spread across many sources.
Can you use Tricky Wombat and GoSearch at the same time?
Yes. Tricky Wombat deploys one project at a time and connects only the sources that project uses, so it runs next to GoSearch without changing your existing setup. Teams keep GoSearch for everyday lookups across their apps and use Tricky Wombat for complex questions whose answers are spread across many sources.
Is there an open-source GoSearch alternative?
Yes. Onyx, formerly Danswer, publishes its Community Edition under the MIT license. You host it with Docker or Kubernetes on your own infrastructure, connect any language model, including self-hosted ones, and choose from 50+ connectors. Its Enterprise plan adds SSO, on-premise deployment and dedicated support with an SLA.
Is Glean a GoSearch alternative?
Yes, for a different buyer. Glean sells company-wide rollouts, with minimums Vendr reports often start at 100 to 250 users on annual contracts. It lists 250+ connectors, and its community puts first value at four to five weeks for mid-sized companies. GoSearch lets one team sign up and start on its own.
Is Gemini Enterprise a GoSearch alternative?
Gemini Enterprise, Google Cloud's AI app for business, overlaps with GoSearch on company search. Google documents connectors for sources such as SharePoint, Confluence, Jira, Salesforce, Slack and Box, using either live federation or indexing. It fits companies already buying from Google Cloud. Confirm a connector exists for each source you need.
Is Chatbase a GoSearch alternative?
Chatbase answers a different need. It builds customer-facing support chatbots, while GoSearch searches internal company knowledge for employees. If you need both, check whether one product covers both jobs. Every Tricky Wombat plan includes a customer-facing chatbot alongside internal search, and the chatbot has no user minimum on monthly plans.
Can GoSearch run in your own cloud?
GoSearch lists bring-your-own LLM and bring-your-own cloud, with on-premise integration, on its Enterprise plan. Free and Pro run in GoSearch's cloud. If your security team requires control of the code itself, Onyx publishes its core under the MIT license, and Dust offers single-tenant deployment on Enterprise.
How was this comparison researched?
Every competitor fact on this page comes from a public source listed below: vendor websites, pricing pages, documentation and help centers, Google Cloud documentation, Vendr, Futurum, VentureBeat, GitHub and the Glean Community. All facts were verified on September 19, 2026 and are re-checked every quarter. Send corrections to info@trickywombat.ai.
Bring your messy stuff
Pick one project. Bring 10 real questions and your worst folders, and connect the sources that project uses. Tricky Wombat runs the pilot on your live data, next to GoSearch and the other tools you already have, and scores the answers with you. You can end the pilot at any point during the 14 days with no fee and no contract.
Book a 20-minute fit call (opens in a new tab) | See how enterprise search works (opens in a new tab)
Product names are trademarks of their respective owners and are used here for identification only. No vendor on this page endorses Tricky Wombat. Competitor information comes from the public sources below, verified September 19, 2026. Features and terms change, so confirm current details with each vendor.
Sources
- GoSearch plans, free plan limits, connectors, setup time, BYO LLM and cloud, trials: gosearch.ai/pricing (opens in a new tab)
- GoSearch agents, model choice, VPC deployment, connector types: gosearch.ai (opens in a new tab)
- GoSearch hybrid indexed and federated search, citations, permissions: gosearch.ai/enterprise-search (opens in a new tab)
- GoSearch support channels: gosearch.ai/technical (opens in a new tab). GoSearch FAQs (opens in a new tab)
- GoSearch launch and background: VentureBeat, Dec 13, 2023 (opens in a new tab). GoLinks blog (opens in a new tab)
- Glean seat minimums and contract terms: Vendr, Feb 2026 (opens in a new tab)
- Glean connectors, department adoption, Model Hub, MCP Gateway: Glean press release, May 28, 2026 (opens in a new tab)
- Glean knowledge graph: Futurum, Apr 3, 2026 (opens in a new tab)
- Glean deployment time: Glean Community, Apr 24, 2026 (opens in a new tab)
- Glean support: Glean Support Center (opens in a new tab)
- Guru integrations, expertise team, compliance, working session: getguru.com/pricing (opens in a new tab)
- Guru billing and renewal: Managing your Guru subscription (opens in a new tab)
- Guru support: Contacting Guru support (opens in a new tab)
- Guru verification: How content is verified in Guru (opens in a new tab)
- Guru Knowledge Agents: What are Knowledge Agents? (opens in a new tab)
- Dust plans, models, connectors, seat limits, billing, support, data residency: dust.tt/home/pricing (opens in a new tab)
- Dust customers, agents, retrieval approach: Dust blog, May 18, 2026 (opens in a new tab)
- Onyx plans, connectors, support, trial: onyx.app/pricing (opens in a new tab)
- Onyx license, connectors, GitHub stars, LLM support, deployment: GitHub (opens in a new tab)
- Onyx deployment time: Onyx quickstart (opens in a new tab)
- Gemini Enterprise connectors: Google Cloud documentation (opens in a new tab)
- Tricky Wombat deployment, support and plans: /price (opens in a new tab), /enterprise-search (opens in a new tab)
- GoSearch pricing page and Terms of Service (opens in a new tab)