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Comparison · ai-assistants

Docling vs Ollama

A side-by-side editorial comparison of Docling and Ollama — release velocity, themes, recent moves, and the top alternatives to consider.

Docling vs Ollama: at a glance

FeatureDoclingOllama
Sectorai-assistantsai-assistants
Velocity score5.06.3
Sparks · 30d00
Top themesdocument-parsing, ocr, format-coverage, financial-filingslocal-llm, coding-agents, agent-hosts, open-models
Last editorial update3d ago3d ago
WebsiteVisit →Visit →

What is Docling?

Docling 2.150 reads inline XBRL filings while patching formats daily.

Docling ships almost daily. 2.150.0 adds inline XBRL input with remote taxonomy lookup, so it can read the tagged financial statements companies file with regulators, and fixes email, ODF, JATS and image orientation handling. 2.149.0 added opt-in embedded PDF image extraction, a reworked CLI and mlx-audio speech recognition, and 2.148.0 added Surya v2.5 and an iCalendar backend.

Read the full Docling trajectory →

What is Ollama?

Ollama v0.40.16 adds the 65B Ripple Preview coding model and cuts Qwen3.8 Flash memory on Macs.

Ollama keeps a weekly rhythm of model additions plus agent-host plumbing. v0.40.16 adds Ripple Preview, a 65B dense model for agentic coding, cuts Qwen3.8 Flash Next memory use on Apple silicon by about 27 GiB, makes `ollama launch claude` always route Claude Code to the selected model, and stops /v1/responses from silently truncating. A v0.40.17 candidate has started with an MLX version bump.

Read the full Ollama trajectory →

Docling vs Ollama: editorial side-by-side

D
Docling
AI-ASSISTANTS
5.0

Docling 2.150 reads inline XBRL filings while patching formats daily.

◆ Current state

Docling ships almost daily. 2.150.0 adds inline XBRL input with remote taxonomy lookup, so it can read the tagged financial statements companies file with regulators, and fixes email, ODF, JATS and image orientation handling. 2.149.0 added opt-in embedded PDF image extraction, a reworked CLI and mlx-audio speech recognition, and 2.148.0 added Surya v2.5 and an iCalendar backend.

◆ Where it's heading

Docling keeps widening the inputs it accepts, now into structured financial filings, while adding OCR and speech model presets and fixing format edge cases. The pace is incremental; no single release changes the product's shape.

◆ Prediction

Expect more domain formats and model presets in the 2.15x line, with fixes continuing to land almost every day.

O
Ollama
AI-ASSISTANTS
6.3

Ollama v0.40.16 adds the 65B Ripple Preview coding model and cuts Qwen3.8 Flash memory on Macs.

◆ Current state

Ollama keeps a weekly rhythm of model additions plus agent-host plumbing. v0.40.16 adds Ripple Preview, a 65B dense model for agentic coding, cuts Qwen3.8 Flash Next memory use on Apple silicon by about 27 GiB, makes `ollama launch claude` always route Claude Code to the selected model, and stops /v1/responses from silently truncating. A v0.40.17 candidate has started with an MLX version bump.

◆ Where it's heading

Each release pairs a new open coding model with fixes for how Ollama behaves behind other agents, from Claude Code routing to OpenAI-compatible endpoints. The MLX runner keeps getting attention, which points at Apple silicon as a priority platform.

◆ Prediction

Expect v0.40.17 within a week with another model addition and more MLX runner work.

Alternatives to Docling and Ollama

Other ai-assistants products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Docling or Ollama.

See all Docling alternatives → · See all Ollama alternatives →

Recent activity from Docling and Ollama

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 3d agoOllamav0.40.17-rc0: MLX version bump
  2. 4d agoDoclingDocling 2.150 reads inline XBRL financial filings
  3. 4d agoOllamav0.40.16: Ripple Preview model, 27 GiB less memory for Qwen3.8 Flash
  4. 6d agoDoclingDocling 2.149: embedded PDF images, new CLI, mlx-audio ASR
  5. 6d agoOllamav0.40.16-rc0: Ripple Preview support in MLX runner
  6. 8d agoOllamav0.40.15: MiMo V2.6, AutoTrust models, Kimi Code CLI launch
  7. 8d agoOllamav0.40.15-rc2: Kimi Code CLI support in launch
  8. 8d agoDoclingSurya v2.5, an iCalendar backend and PDF sub/superscripts
  9. 9d agoOllamav0.40.15-rc1: llama.cpp: version bump b12111 (#19530)
  10. 9d agoDoclingInline whitespace fixes across backends
  11. 11d agoDoclingNew OCR presets: Unlimited-OCR 2, LightOnOCR-3, Nemotron 3.5
  12. 15d agoDoclingRapidOCR page orientation and InputDocument.release()

Frequently asked questions

What is the difference between Docling and Ollama?

They serve adjacent needs but don't currently overlap on shipped themes. Ollama is currently shipping more aggressively (velocity 6.3 vs 5.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is Docling better than Ollama?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Ollama is currently shipping more aggressively (velocity 6.3 vs 5.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.

What are the best alternatives to Docling?

Top Docling alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Docling alternatives" section above for the current picks, or visit /alternatives/docling for the full list with editorial commentary on each.

What are the best alternatives to Ollama?

Top Ollama alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Ollama alternatives" section above for the current picks, or visit /alternatives/ollama for the full list with editorial commentary on each.