AI Assistants & Chat: Reviews & Rankings
Chat assistants scored for the person signing the invoice, not the person writing the code.
Everybody has an opinion about which AI assistant is best. Almost all of it is written by engineers for engineers, and it shows: benchmark tables, token costs, API latency. None of that tells a 55-year-old CMO whether the thing will be usable before her nine o'clock. SquadScore is built the other way round. It starts from what actually stops adoption inside a real company — the seat price finance has to sign off, whether IT needs to be involved at all, whether your data is walled off from model training, and whether the tool reaches the apps your team already lives in. Eight specs, published by the vendors themselves, normalised and weighted. Where a vendor won't publish a number we leave it blank rather than guess. A blank drops out of the maths and the remaining weights re-balance, so nothing gets punished for our missing homework.
How to read this: Read every price as per-seat, per-month on the cheapest business or team plan billed annually — not the $20 personal plan, and not the enterprise quote you'd have to phone in for. Two of the eight specs are our own editorial rubric rather than a vendor figure, and we label them as such: Setup Effort, and the ladder used to grade Security & Admin. Context Window is deliberately capped at 256K tokens, because past roughly five hundred pages of pasted material the number stops changing anyone's decision and starts distorting the ranking. Pricing and connector counts move fast; every figure carries a research date and gets re-checked quarterly.
AI Assistants & Chat SquadScore Leaderboard
All 10 products ranked by overall SquadScore™. See the full best-of breakdown →
| # | Product | Use | Price | SquadScore |
|---|---|---|---|---|
| 1 | OpenAI ChatGPT | Everyday work | $20 | 77 |
| 2 | Perplexity Perplexity | Research | $33 | 76 |
| 3 | Anthropic Claude | Writing & reasoning | $20 | 73 |
| 4 | Microsoft Microsoft 365 Copilot | Microsoft 365 rollout | $21 | 65 |
| 5 | Mistral AI Vibe | European data residency | $25 | 61 |
| 6 | Google Gemini | Everyday work, Workspace-native | $14 | 58 |
| 7 | DeepSeek DeepSeek | Budget reasoning / coding-adjacent | $0 | 57 |
| 8 | Meta Meta AI | Casual / consumer messaging | $0 | 54 |
| 9 | xAI Grok | Real-time / social monitoring | $30 | 50 |
| 10 | Amazon Web Services Amazon Q Business | Enterprise rollout (AWS shops) | $20 | 44 |
Best AI Assistants & Chat for…
The same data, re-weighted for how you shoot.
The Executive's AI Assistant Shortlist
Top pick: Perplexity Perplexity
AI That Earns Its Seat on the Sales Floor
Top pick: Perplexity Perplexity
What Marketing Teams Should Hand Their Writers
Top pick: OpenAI ChatGPT
Locked-Down AI for Finance and Operations
Top pick: Perplexity Perplexity
The Broker's Pick: AI That Runs From a Phone
Top pick: OpenAI ChatGPT
Head-to-head comparisons
All 45 comparisonsWe auto-generate a spec-by-spec breakdown for every possible matchup.
AI Assistant buying guide
- What should I actually expect to pay per person?
- Three tiers, and the middle one is where most companies land. Personal plans sit at $20 a month — ChatGPT Plus, Claude Pro and Perplexity Pro all price there, and none of them give you admin control, so treat them as a way to evaluate rather than a way to deploy. Business and team plans run roughly $25 to $30 per seat per month on annual billing, with Microsoft 365 Copilot at $30 the reference point most CFOs already recognise. Enterprise means a phone call and a quote. Watch for two things the pricing page won't lead with: seat minimums (Claude's Team plan has historically required five) and the gap between the annual price advertised and the month-to-month price you'll actually pay if you're not ready to commit for a year.
- Is the free version good enough to run a business on?
- For evaluation, yes, and you should use it that way. For deployment, no — and the reason isn't capability, it's control. Free accounts are personal accounts. You can't see who's using them, you can't revoke access when someone leaves, and the data handling terms are usually weaker than the paid ones. Sensible pattern: run a two-week bake-off on free tiers with six volunteers, pick a winner, then buy seats properly instead of letting a shadow rollout happen one personal credit card at a time.
- What does SOC 2 actually mean, and do I need it?
- An independent auditor has examined how the vendor handles security and confirmed the controls do what the vendor claims. It is not a government certification and it guarantees nothing about model quality. What it does guarantee is that your legal review has something to read. If you're in finance, healthcare, law, or anything touching regulated client data, treat a SOC 2 Type II report as the entry ticket and end the conversation without one. For a twelve-person consultancy it's a nice-to-have — but separately check whether your prompts get used to train the model, because that's the question that actually bites, and on business plans the answer is almost always no.
- How big a context window do I really need?
- Smaller than the marketing suggests. Here's the conversion that matters: 100,000 tokens is roughly 200 pages. Nearly every business document you'd hand an assistant — a lease, a board pack, a contract, a quarter of meeting notes — fits inside 200,000 tokens comfortably. Above that you're into whole-codebase and whole-archive territory, which is a developer's problem, not yours. Our scoring caps at 256K for exactly this reason. Buy on setup, security and integrations. The context number stopped being a real differentiator somewhere in 2025.
- My IT support is one part-time contractor. Which of these can I set up myself?
- Most of them, genuinely, and that's changed in the last two years. Buying seats, inviting your team by email and switching on single sign-on are point-and-click in every major business plan now. Where you'll want help is connecting the assistant to your own systems — hooking it into your CRM or file store is usually an hour of somebody who knows your admin passwords, not a development project. Anything we rate developer required is a genuine build, and without an engineering team you should skip it. The Setup Effort column exists so you never discover that in week three.
- Do I have to standardise on one tool, or can different teams use different ones?
- Standardise on one for security and billing, then let people keep a second on the side. The models have noticeably different personalities and your teams will figure that out — writers gravitate one way, analysts another. Fighting it costs more goodwill than it saves in licence fees. The line worth holding is that anything touching customer or financial data goes through the sanctioned, SSO-protected account. What someone uses to rewrite a headline isn't worth a policy memo.
- Everyone keeps saying MCP. Should I care?
- Only for what it lets you avoid. MCP is an open standard for plugging an assistant into other systems, and the practical effect is that a tool supporting it can reach your own files, databases and apps without anyone writing custom integration code. Before it existed, connecting an assistant to an in-house system meant a developer and a project plan. Now it's often a configuration screen. You don't need to understand how it works. You need to check the box exists, because it separates an assistant that talks about your business from one that operates in it.
- How is SquadScore calculated, and can anyone pay to rank higher?
- No, and the method is published so you can check our working. Every spec in the table is either a raw published figure or a clearly-labelled editorial rating. Each gets normalised to a 0-100 scale — reversed where lower is better, as with price — then combined as a weighted average using the weights printed at the top of this page. When a vendor doesn't publish a figure we record it as unknown, drop it from that product's calculation and re-balance the remaining weights, so a gap in our research can never quietly score as a zero. The role lists reuse the same raw data with different weights, which is why one tool can win a list and finish sixth on another. That's the point.
What the SquadScore measures
The complete formula, bounds and data rules are published on the methodology page.
Price Per Seat
18% weightWhat one person costs you every month on the cheapest business plan, billed annually. Multiply by headcount before you fall in love with anything — the gap between a $20 tool and a $40 tool is $12,000 a year across a fifty-person team, and the expensive one is rarely twice as good.
Security & Admin
14% weightOur editorial ladder for the things a legal or compliance review will ask about: an independent SOC 2 report, single sign-on so staff use their work login instead of a personal one, admin audit logs so you can see who did what, and a signable BAA for regulated data. A consumer account rates near zero here no matter how clever the model is. Your people are pasting client information into it either way — you want that covered by a contract.
Setup Effort
14% weightOur rubric for how much work stands between a signed invoice and a non-technical person getting real value. Rated on effort, so less is better. Developer-facing review sites ignore this spec entirely, and it's the one that quietly kills most rollouts — a tool nobody can turn on is worth exactly nothing, however well it benchmarks.
Free Tier Quality
12% weightHow far you get without a credit card. This matters more than it looks. A real free tier lets you hand the tool to six sceptics for a fortnight before you commit budget, and it covers the contractors and part-timers you'll never buy seats for. A fourteen-day trial is not a free tier and doesn't score like one.
Business Integrations
12% weightHow many business apps the vendor lists as first-party connections on its own integrations page — your CRM, inbox, file store, ticketing system. Counts above 100 top out. An assistant that can't see your systems is a very expensive blank page, and staff drift back to copying and pasting inside about three weeks.
Data & Tool Connections
12% weightThe difference between an assistant that answers questions and one that does jobs. The rungs run from nothing, to uploading a file by hand, to prebuilt app connections, to MCP — an open standard that lets an assistant reach your own systems without anyone writing custom code — and finally to taking actions in those systems rather than only reading from them. You will not touch a terminal for any of it.
Context Window
10% weightHow much material the assistant holds in its head at once. Rough conversion: 256K tokens is around 500 pages, so the whole board pack, the full lease, a year of meeting notes. A vendor advertising a million tokens scores the same as one advertising 256K here, on purpose. Past that point you're paying for a marketing number rather than a capability you'll use.
Where It Runs
8% weightBrowser tab, proper desktop app, phone app — or all three. Weighted lightest of the eight because a browser tab genuinely is enough for most desk-bound roles. It stops being enough the moment your users spend the day in a car, on site, or between meetings, which is why two of the role lists below push this weight up sharply.
