Guru
A company knowledge tool that stores short, verified answers and serves them inside Slack, Teams, and the browser.
An AI search and recommendation platform for online stores, help centers, and internal search, priced by monthly query volume.
Coveo is a search and recommendation platform sold as four connected products: Commerce, Service, Website, and Workplace. Retail and B2B teams use Commerce to power on-site search and product suggestions. Support teams use Service to add generative answers and case deflection inside a help center. Workplace indexes internal systems so employees can search company knowledge. A passage-retrieval API lets teams build custom generative AI features. It is made by Coveo Solutions and connects to Salesforce (including Agentforce), SAP, ServiceNow, Zendesk, Adobe, and Shopify. Coveo was named a Leader in the 2026 Gartner Magic Quadrant for Search and Product Discovery.
This fits a company running an e-commerce site, a customer help center, or an internal knowledge base on top of Salesforce, SAP, or a similar system, where search quality and recommendations directly affect revenue or support cost. A reasonable starting point is one product line, such as Coveo Service on your existing help desk, rather than all four modules at once. Coveo prices by monthly query volume in blocks of 100,000 queries, with Workplace priced per seat instead; there is no public price list, so use a demo and ROI calculator to build your own estimate. Watch for contracts getting complex once you combine modules, and query-based pricing climbing fast if traffic spikes.
How one company factor at a time moves the modeled score. The published score is unchanged.
These estimates cover licensing, setup, integrations, staff time, security, administration, and support.
| Cost measure | Low | Base | High |
|---|---|---|---|
| First-year total | $18.7K | $30.5K | $50.6K |
| Three-year total | $34.5K | $54.1K | $87.3K |
| First-year cost per unit | $935 | $1.5K | $2.5K |
| Average annual cost per unit (over three years) | $574 | $902 | $1.5K |
| Component | Low | Base | High |
|---|---|---|---|
| Licensing and usage | $975 | $1.3K | $1.8K |
| Implementation | $5.1K | $8.5K | $14.5K |
| Integration | $3.6K | $6.5K | $11.7K |
| Staff time and change management | $2.9K | $4.2K | $5.9K |
| Security | $2.5K | $3.5K | $5.3K |
| Administration | $1.9K | $2.5K | $3.4K |
| Support | $900 | $1.2K | $1.6K |
Estimate assumptions: This scenario uses a category-based allowance, not a verified price for this product. Based on 20 enabled users. Confirm the vendor’s billing unit and current price or quote before budgeting.
Benefits have not been estimated: The current research does not estimate potential savings, return on investment, or how long it would take to recover the cost. Earlier benefit estimates are excluded.
Confirm current product identity, commercial packaging, data processing terms, sign-in and access rules, retention, integrations, support model, implementation effort, and rollback conditions.
Verify identity, package, availability, ownership, pricing, and security evidence before approving a pilot
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
Define what success looks like for a test of Coveo and assign someone to lead it.
Once the requirements above are met, compare a small trial with how your team works today.
Track adoption, output quality, business results, and actual costs against the estimate.
Use the results to decide whether to stop, adjust, or expand the pilot.
Confirm encryption, how the vendor uses your data, customer data separation, how long data stays and how to delete it, activity records, sign-in and user setup, where data is handled, other companies that process data, past incidents, and what your team must manage.
Review before rollout: confirm how to export your data, revoke access, and return to your existing workflow. Assign an owner and test the rollback plan before expanding use.
Do not approve a pilot yet. Verify the current product identity, package, availability, owner, pricing, and security evidence; then define one workflow, a baseline, and rollback criteria.
A company knowledge tool that stores short, verified answers and serves them inside Slack, Teams, and the browser.
Why it’s an alternative—
Compare with GuruAn AI research tool for finance and legal teams that answers questions across hundreds of documents at once, with citations.
Why it’s an alternative—
Compare with HebbiaA website and app search service whose AI ranking predicts what kind of content a searcher actually wants, sold with its top plan.
Why it’s an alternative—
Compare with Algolia NeuralSearchWorkday (Sana)
An AI learning and company-search platform that Workday acquired in 2025, with AI agents for answering staff questions.
Why it’s an alternative—
Compare with Sana AIWhere to check the product, price, security, and support.
Research observations recorded: 1. Evidence quality: Some support.
Recorded score and category rank across research updates.
Answer a few questions about your company and compare this tool with others. The research score above stays the same.
Want help moving from research to action? Explore TriVista’s AI consulting services →