shouldiuse.io

Categories

VERDICT

Should I use TensorFlow?

Open-source end-to-end machine learning platform from Google - tensorflow.org

Depends. Choose TensorFlow if you have dedicated ML engineers shipping models to production — it is free and proven at massive scale. Avoid it for learning or research; PyTorch is easier and now the community favorite.

Confidence

Medium. Based on 20+ public sources; many review snippets were truncated.

Ratings

  • Value for money
  • Ease of use
  • Feature depth
  • Support qualityNo support-quality evidence found
  • Security posture

Pricing

Free

Open source

ModelNot disclosed
Monthly feesNot disclosed
HardwareNot disclosed
Free tierYes

Best for

  • Teams with dedicated ML engineers
  • Production model deployment at scale
  • Cost-sensitive teams wanting open source
  • Enterprise AI programs

Not for

  • ML beginners and students
  • Research teams — PyTorch dominates there
  • Small teams without ML expertise
  • Anyone wanting no-code AI

Gotchas - check before you buy

high

Keras RCE (CVE-2024-3660) — never expose unpatched model endpoints publicly

medium

Free software, not free to run — cloud GPU training and serving add real cost

medium

Repeated DoS and memory-safety CVEs; keep versions patched

medium

Lock-in risk: switching to PyTorch later means relearning an entire ecosystem

Pros and cons

Pros

  • Free and open source — no license fees
  • End-to-end platform: training through production serving
  • Proven at Google and Airbnb scale
  • 7,286+ verified companies use it in 2026

Cons

  • Users find it difficult to learn and use
  • Research community increasingly prefers PyTorch
  • Hard to use for research workflows
  • Frequent bug and issue complaints from developers
  • Community threads describe 'The Downfall of TensorFlow'

Sources & method

Analyzed 10/05/2026 - 10 sources - Active CVE history — DoS flaws, out-of-bounds reads, and a 2024 Keras RCE; patch promptly and never expose unpatched endpoints.

official x1review x5security x2news x2
  • CVE-2024-3660 — Keras RCE, Remote code execution via the Keras framework; models at risk.
  • CVE-2022-36002 — Denial of service, DoS vulnerability in TensorFlow confirmed by Snyk.
  • CVE-2022-41880 — Out-of-bounds read, Memory-safety flaw, fixed in 2022.

Key stats

  • Value for money: 5/5

    Rating

  • Free

    Starting price

  • 10

    Sources

  • Analyzed

  • Value for money: 5/5. Open source, zero license cost
  • Ease of use: 2/5. Users find it difficult to learn
  • Feature depth: 4/5. End-to-end: training through production deployment
  • Support quality. No support-quality evidence found
  • Security posture: 2/5. Long public history of CVEs
  • 139 G2 reviews across TensorFlow product listings
  • $0 Starting price Open source, no license fees
  • Yes Free tier Entire framework is free
  • 7,286+ Verified users Companies, per Landbase 2026

Pricing

Open source

Free

  • Full framework with no license fees
  • You pay only for cloud compute used in training/serving

Security

Active CVE history — DoS flaws, out-of-bounds reads, and a 2024 Keras RCE; patch promptly and never expose unpatched endpoints.

  • CVE-2024-3660 — Keras RCERemote code execution via the Keras framework; models at risk.⁶
  • CVE-2022-36002 — Denial of serviceDoS vulnerability in TensorFlow confirmed by Snyk.⁷
  • CVE-2022-41880 — Out-of-bounds readMemory-safety flaw, fixed in 2022.

Companies that use it

  • Google
  • Airbnb
Full analysis

Based on 20+ public sources; many review snippets were truncated.

Free, battle-tested ML framework — but hard to learn, and research has moved to PyTorch.

Methodology

Based on 20+ public sources; many review snippets were truncated.

Sources

  1. TensorFlow Pros and Cons | G2g2.com
    review
  2. TensorFlow vs Union Cloud | PeerSpotpeerspot.com
    review
  3. The Downfall of TensorFlow | Redditreddit.com
    review
  4. TensorFlow isn't dead, it's becoming COBOL | Redditreddit.com
    review
  5. Why is TensorFlow so hated on and PyTorch is cool | Redditreddit.com
    review
  6. CVE-2024-3660: Keras Framework RCE | SentinelOnesentinelone.com
    security
  7. CVE-2022-36002 DoS | Snyksnyk.io
    security
  8. TensorFlow Product Securitytensorflow.org
    official
  9. What is TensorFlow? | Databricksdatabricks.com
    news
  10. Companies using TensorFlow | Landbasedata.landbase.com
    news

Rate this review

Anonymous. You can change your vote.

Loading votes…

Comments

One queue. No nested comments. Give a display name first. Limit: 200 words per comment and 7 comments per day. You can edit or delete yours.

Save a name to write a comment.

0 / 200 words

No comments yet.