Best AI Sentiment Analysis Software in 2026

In short: Twilio Segment is ranked #1 of 21 as of 4 October 2026, ahead of InfoNgen and Symbl.ai. The best-ranked option with a free plan is InfoNgen. The lowest first paid tier on this page is Twilio Conversation Intelligence at $0.01/mo.

When you need to make sense of opinions in supported inputs, sentiment analysis can help you examine tone and other signals. Compared on aspect-based sentiment, emotion detection and custom categories, these tools offer criteria to weigh against the feedback you want to understand. Also consider API access, real-time analysis and supported languages, plus free-plan availability and paid-from pricing. Twilio Segment, InfoNgen and Symbl.ai are among the options named here. Use the listed capabilities to compare how each may fit your analysis needs, including the signals, languages and access methods relevant to your work.

21 AI sentiment analysis software ranked on what their makers publish — plans and prices, free tiers, platforms and the facts on their own pages.

21ranked
6free plans on this page
$0.01/molowest paid tier
4 Oct 2026last checked

AI Sentiment Analysis Software, ranked on how quickly a newcomer can get going. 10 of the 21 on this page can be tried for free.

  1. 1 Twilio SegmentPaid from $120/mo
    • Free to practise on: yes
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: yes
    7.9easy start
  2. 2 InfoNgenFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    7.2easy start
  3. 3 Symbl.aiFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    7.2easy start
  4. 4 NLP CloudFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    7.1easy start
  5. 5 AlchemerFree plan
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    7.0easy start
  6. 6 SentrimentPaid from €49/mo
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.9easy start
  7. 7 Affective AIPaid from £99/mo
    • Free to practise on: not on record
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    6.8easy start
  8. 8 RightResponse AIPaid from $10/mo
    • Free to practise on: not on record
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    6.8easy start
  9. 9 SentimentoPaid from $19/mo
    • Free to practise on: not on record
    • Free trial: yes
    • Well documented: yes
    • Runs where you work: not on record
    6.6easy start
  10. 10 Twilio Conversation IntelligencePaid from $0.01/mo
    • Free to practise on: yes
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    6.6easy start
  11. 11 Bazaarvoice Ratings & Reviews
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.4easy start
  12. 12 NextivaPaid from $15/mo
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: yes
    6.4easy start
  13. 13 Symanto
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.4easy start
  14. 14 CauliflowerPaid from €79/mo
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.2easy start
  15. 15 Talkdesk CX CloudPaid from $85/mo
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.2easy start
  16. 16 ThematicPaid from $2083.33/mo
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: yes
    • Runs where you work: not on record
    6.0easy start
  17. 17 OpenText Contact Center Analytics
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.5easy start
  18. 18 Wonderflow
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.5easy start
  19. 19 unitQ Research
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.3easy start
  20. 20 Cresta
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.2easy start
  21. 21 SentiSum
    • Free to practise on: not on record
    • Free trial: not on record
    • Well documented: not on record
    • Runs where you work: not on record
    5.0easy start

Is your platform on this list?

Numbered spots on this list can be sponsored. They are labelled, and the editorial order and scores never change for payment.

Questions about this list

Which AI sentiment analysis software is ranked first on The Geeks Club?

Twilio Segment is ranked #1 of 21 with a score of 7.9. InfoNgen is second and Symbl.ai third.

How many of these have a free plan?

6 of the 21 on this page publish a free plan on their own pricing pages.

Which is the cheapest paid option?

On this page, Twilio Conversation Intelligence has the lowest first paid tier we found: $0.01/mo.

How is this list ranked?

Ranked on how quickly a newcomer can get going: documentation depth, a free tier or trial, and the platforms it runs on. Paid placements never change a rank.

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