Prompt
Can you recommend an enterprise search platform for finding expertise and proposal content across Office files and PDFs?
Latest observation
Yes — if your goal is enterprise search across Office files and PDFs with an emphasis on finding people/expertise and reusable proposal content, I’d shortlist these options:
Best-fit recommendations
1) Microsoft Search / SharePoint / Viva Topics (Microsoft 365 stack)
Best if you already use Microsoft 365 heavily.
Why it fits:
- Indexes Office docs, PDFs, SharePoint, OneDrive, Teams content
- Strong permissions trimming
- Good for finding documents and related expertise signals
- Works well when content already lives in Microsoft 365
Strengths:
- Native integration with Office and Entra ID
- Security trimming and compliance
- Familiar user experience
- Lower implementation friction if you’re already in M365
Limitations:
- Expertise discovery is decent but can be less flexible than dedicated knowledge platforms
- Proposal-content reuse workflows may need customization
2) Coveo
Best if you want a more powerful enterprise search layer over multiple repositories.
Why it fits:
- Strong relevance tuning
- Connects to SharePoint, file shares, cloud storage, CRM, and more
- Good for both content search and expertise discovery
- Can surface recommended documents and contextual results
Strengths:
- Very good ranking and personalization
- Broad connectors
- Strong enterprise search governance
- Good analytics
Limitations:
- More implementation effort than native Microsoft tools
- Typically premium-priced
3) Lucidworks
Best if you want highly configurable enterprise search and AI-driven relevance.
Why it fits:
- Good for large, heterogeneous document environments
- Can search Office/PDF content across repositories
- Flexible for custom expertise and proposal search use cases
Strengths:
- Strong relevance engineering
- Scales well
- Good API and customization options
Limitations:
- Usually requires more technical setup and tuning
- Less turnkey for business users
4) Elastic Enterprise Search / Elasticsearch
Best if you have strong technical resources and want maximum control.
Why it fits:
- Can index Office docs and PDFs through ingest pipelines/connectors
- Very flexible for custom ranking, metadata, and expertise tagging
- Good for building a bespoke proposal knowledge search portal
Strengths:
- Highly configurable
- Powerful search infrastructure
- Cost-effective at scale if managed well
Limitations:
- You must build more of the experience yourself
- Expertise discovery and UX need custom development
5) Glean
Best if the priority is “find people and answers fast” across SaaS tools.
Why it fits:
- Excellent at employee-facing search and expertise discovery
- Connects to many workplace systems
- Good search experience out of the box
Strengths:
- Strong user experience
- Fast deployment
- Good for knowledge discovery and finding experts
Limitations:
- Better for SaaS-connected knowledge environments than heavily custom search stacks
- Proposal-content management may be less specialized than some alternatives
My practical recommendation
If you are already on Microsoft 365:
Start with Microsoft Search + SharePoint and evaluate whether that’s enough.
If you need stronger expertise + proposal search across many systems:
Look at Coveo first.
If you want the best “find the right person / answer” experience:
Look at Glean.
If you need a custom-built enterprise search platform:
Choose Elastic or Lucidworks.
What matters most for your use case
For proposal content and expertise search, make sure the platform supports:
- OCR and full-text indexing for PDFs
- Office document parsing (Word, PowerPoint, Excel)
- Permissions/security trimming
- Metadata and taxonomy support
(practice area, industry, client, capability, author, deal size) - People/expertise signals
(author history, doc ownership, profile data, endorsements, usage) - Synonyms and relevance tuning
(e.g., “RFP,” “proposal,” “bid,” “tender”) - Version awareness so users find the latest approved content
- Analytics to see what people search for and what they click
Bottom line
If you want a single recommendation without more context:
- Microsoft 365 shop: Microsoft Search / SharePoint
- Best enterprise-grade search overall: Coveo
- Best expertise discovery UX: Glean
- Most customizable: Elastic
If you want, I can also give you:
- a shortlist by company size and budget, or
- a feature-by-feature comparison table for these platforms.
Observation history
Unlock observation history
Create a free Obsurfable account to unlock historical responses, model comparisons, and deeper brand intelligence.
How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.