Best AI Apps on Salesforce AppExchange: Tested and Ranked
We tested the top AI apps on Salesforce AppExchange across sales, support, and ops. Here's which ones actually deliver and which overpromise.
TLDR: Gong and Clari are the standouts for revenue intelligence. People.ai delivers if you commit to data hygiene. Conversica is real AI but narrow. Drift has been absorbed into Salesloft and is coasting. Troops is effectively dead post-acquisition. If you only have budget for one, start with Clari for forecasting or Gong for coaching.
The Salesforce AppExchange lists over 300 apps that claim “AI-powered” capabilities. Most of them are keyword-matching rules wrapped in a machine learning label. After deploying, configuring, and supporting these tools across multiple Salesforce orgs, here is an honest ranking of the ones that actually use AI in ways that change how your team operates.
How We Evaluated
Each app was assessed on five criteria:
| Criteria | What We Looked For |
|---|---|
| AI Substance | Is it real ML/NLP, or rebranded rules and filters? |
| Salesforce Integration Depth | Native objects, managed package quality, API vs iframe |
| Time to Value | How long before a team actually changes behavior? |
| Admin Overhead | Does it create work for your Salesforce admin team? |
| Pricing Transparency | Can you get a straight answer on cost? |
1. Gong — Revenue Intelligence
Rating: 9/10
Gong is the most substantive AI product on this list. Its conversation intelligence is built on real NLP models trained on millions of sales calls, and the insights it surfaces about talk ratios, competitor mentions, and deal risk are genuinely useful.
What Works
- Call transcription accuracy is consistently above 95%, even with industry jargon
- Deal boards pull signals from conversations, emails, and CRM activity to flag risk
- Coaching features give managers specific, timestamped moments to review
- The Salesforce integration writes back to opportunity records cleanly
What Doesn’t
- Gong’s Salesforce managed package is functional but not elegant. It uses a mix of custom objects and platform events that can clutter your org
- Pricing is aggressive. Expect $100-150/user/month at enterprise scale, and they push annual contracts hard
- The “AI forecasting” feature launched in 2025 is less mature than Clari’s. It works, but the confidence intervals are wide
Earned insight: Gong’s real value shows up at month three, not month one. The first month is transcription. The second month is when reps start using it. The third month is when managers have enough data to actually coach from patterns, not anecdotes. Plan your rollout accordingly.
- Best-in-class conversation AI
- Genuine NLP, not keyword matching
- Strong Salesforce writeback
- Excellent coaching workflows
- Expensive, opaque pricing
- Managed package adds org complexity
- Forecasting module still maturing
- Requires consistent call recording adoption
2. Clari — Revenue Operations and Forecasting
Rating: 8.5/10
Clari’s strength is forecasting, and its AI actually moves the needle here. The platform ingests CRM data, email activity, and call data to build predictive models for pipeline and revenue. Unlike most “AI forecasting” tools, Clari’s predictions improve meaningfully over two to three quarters as the model trains on your org’s patterns.
What Works
- Forecast accuracy improves measurably over time. In one org we tracked, Clari’s week-8 forecast was within 4% of actual close by Q3
- The risk scoring on deals uses real signals: email engagement drop-off, stage velocity changes, contact coverage gaps
- RevDB (their data layer) does a solid job unifying signals across tools
- Salesforce integration is bidirectional and reliable
What Doesn’t
- The UI is powerful but overwhelming for new users. Expect a real training investment
- Clari works best with 50+ reps generating data. Smaller orgs won’t see the AI benefits
- Mobile experience is weak
- They bundle aggressively, so you may pay for modules you don’t need
Tip: Negotiate Clari’s contract around the modules you need. Their “platform” pricing includes Groove (engagement), forecasting, and RevDB. Most teams only need forecasting and RevDB to start.
3. People.ai — Activity Capture and Revenue Intelligence
Rating: 7.5/10
People.ai solves one of Salesforce’s oldest problems: reps not logging activities. It automatically captures emails, meetings, and calls, matches them to accounts and opportunities, and writes them back to Salesforce. The AI layer then scores engagement and identifies accounts going dark.
What Works
- Activity capture is genuinely automatic and accurate. Contact matching improved substantially in their 2025 release
- The “account engagement” scoring uses real patterns, not just volume counts
- Data flows into standard Salesforce activity objects, which means your existing reports and dashboards benefit
- PeopleGlass (their inline editing tool) is surprisingly useful for reps
What Doesn’t
- Matching accuracy degrades with messy CRM data. If your contacts are duplicated or outdated, People.ai amplifies the problem
- The AI insights (deal risk, next-best-action) are less sophisticated than Gong or Clari
- Implementation takes 6-8 weeks for a clean deployment, longer if your Salesforce data model is complex
- Pricing starts around $50/user/month but scales up fast with add-ons
Warning: People.ai’s value proposition collapses if you don’t invest in contact and account data quality first. We’ve seen two deployments stall because the matching engine was creating noise rather than signal. Run a data quality audit before signing.
4. Conversica — AI Sales and Marketing Assistants
Rating: 7/10
Conversica is one of the few AppExchange apps where the AI is the product, not a feature. Their conversational AI assistants handle lead follow-up, re-engagement, and qualification through email and SMS. The natural language generation has improved significantly, and responses are harder to distinguish from human SDRs than they were two years ago.
What Works
- Lead follow-up persistence is the killer feature. The AI follows up 6-10 times across weeks, which no human SDR does consistently
- Conversation quality is genuinely good for top-of-funnel qualification
- Salesforce integration updates lead status, creates tasks, and logs all interactions
- Multilingual support is functional for major European languages
What Doesn’t
- The AI breaks down with complex or technical questions. It handles “are you interested in a demo?” well, but stumbles on nuanced product questions
- You need to spend real time training the models on your specific messaging and personas
- The handoff from AI to human is where deals can go sideways. The transition needs careful workflow design
- Expensive for what it does: $2,000-3,000/month per assistant
Where It Fits
Conversica makes sense if you have a high-volume inbound funnel and your SDR team can’t keep up with follow-up. It does not make sense as a replacement for relationship-driven outbound sales.
5. Drift (now Salesloft) — Conversational Marketing
Rating: 5.5/10
Drift was acquired by Salesloft in 2024, and the product has been in integration limbo since. The chatbot and conversational marketing features still work, but development has clearly shifted to the Salesloft platform. The “AI” in Drift was always more rules-based than the marketing suggested, and that gap has widened as competitors have shipped real LLM-powered chat.
What Works
- The chat-to-calendar booking flow is still one of the smoothest on the market
- Playbooks for routing visitors to the right rep work reliably
- The Salesforce integration for lead and contact creation is solid
What Doesn’t
- The “AI-powered” chatbot is largely intent-matching with decision trees. It is not competitive with LLM-based alternatives in 2026
- Product updates have slowed dramatically post-acquisition
- Pricing is bundled into Salesloft, making standalone evaluation difficult
- The analytics and reporting feel dated
Earned insight: If you’re currently on Drift and evaluating your renewal, look at Qualified or Intercom’s Fin as alternatives. Both have shipped genuinely LLM-powered chat that handles unexpected questions far better than Drift’s pattern-matching approach.
6. Troops (acquired by Forcepoint/Varonis) — Salesforce-Slack Integration
Rating: 4/10
Troops built a genuinely useful product for pushing Salesforce notifications and updates into Slack. Then it was acquired, and the product has been deprioritized. The “AI” claims were always thin, mostly smart notifications based on field changes rather than any real machine learning.
What Works
- Slack notifications for deal stage changes and new opportunities still function
- The inline Salesforce editing from Slack is convenient when it works
What Doesn’t
- The product is in maintenance mode. No meaningful feature updates in over a year
- The AI claims were marketing. This is a workflow automation tool, not an AI tool
- Reliability has degraded. We’ve seen notification delays of 15-30 minutes in recent months
- Salesforce’s own Slack integration has caught up on most core features
The Bottom Line on Troops
Unless you’re already locked into a contract, migrate to Salesforce’s native Slack integration or look at Sweep for more sophisticated Slack-Salesforce workflows. Troops is not a tool to invest in going forward.
Comparison Table
| App | AI Substance | SF Integration | Time to Value | Admin Overhead | Price Range |
|---|---|---|---|---|---|
| Gong | Excellent | Good | 2-3 months | Medium | $100-150/user/mo |
| Clari | Excellent | Excellent | 2-3 quarters | Medium | $80-120/user/mo |
| People.ai | Good | Excellent | 6-8 weeks | High initially | $50-80/user/mo |
| Conversica | Good (narrow) | Good | 4-6 weeks | Low | $2-3K/mo per assistant |
| Drift | Weak | Good | 2-4 weeks | Low | Bundled w/ Salesloft |
| Troops | Minimal | Declining | 1 week | Low | $5-15/user/mo |
What About Salesforce Einstein?
A fair question. Einstein has improved considerably with the Einstein GPT and Copilot releases, but it still has a fundamental limitation: it only knows what’s in your CRM. The third-party apps on this list are valuable precisely because they bring in external signals (conversations, email patterns, web behavior) that Salesforce doesn’t capture natively.
That said, if you’re on a budget, Einstein Activity Capture plus Einstein Opportunity Scoring is a reasonable starting point. Just know that you’ll outgrow it once your revenue operations mature.
Recommendations by Use Case
“We need better forecasting” — Start with Clari. Its AI improves with your data over time and the Salesforce integration is the cleanest.
“We need to coach our sales team” — Gong is the clear winner. No other tool gives managers the same depth of conversation-level coaching data.
“Our reps don’t log activities” — People.ai, but only after you’ve cleaned your contact data.
“We can’t follow up on all our leads” — Conversica, if your funnel is high-volume and your qualification questions are straightforward.
“We want AI chat on our website” — Skip Drift. Look at Qualified or Intercom Fin instead.
Bottom Line
The AppExchange AI landscape is maturing, but the gap between genuine AI and marketing AI is still wide. The apps that deliver real value, Gong, Clari, and People.ai, do so because they’ve invested in data infrastructure and model training, not because they bolted a chatbot onto a workflow tool. Start with the problem you’re solving, not the technology, and you’ll make a better choice.