← Back to home
Comparison · Analytics

glyanno vs Holistics

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

glyanno vs Holistics: at a glance

FeatureglyannoHolistics
SectorAnalyticsAnalytics
Velocity score3.85.0
Sparks · 30d10
Top themesglycomics, mass-spectrometry, structure-annotation, databasesbusiness-intelligence, ai-governance, analytics-as-code, access-control
Last editorial update2d ago1d ago
WebsiteVisit →Visit →

What is glyanno?

Glycan annotation stops depending on the database having seen the structure before.

glyanno resolves mass spectrometry observations into glycan compositions and structures, converting between m/z, composition and structure, filling in missing detail on partial structures, and mapping results to GlyTouCan accessions. The newest release adds de novo reconstruction of topological N-glycans, falling back to the topological database only when reconstruction is not possible. Batch performance was reworked at the same time, with vector inputs reusing prepared databases and direct lookups instead of repeating setup per element.

Read the full glyanno trajectory →

What is Holistics?

Holistics is adding governance to the AI layer it spent the summer building.

Holistics ships small, frequent notes - often one or two sentences - covering three strands at once: AI features in Explore and Chat, as-code control over presentation through AML, and workspace hygiene like file history and dark mode. The August entries turn to the AI layer's edges rather than its capabilities, with an AI user attribute for restricting what the assistant can reach. Several entries are barely a line long, so scope frequently has to be read from the headline.

Read the full Holistics trajectory →

glyanno vs Holistics: editorial side-by-side

G
glyanno
ANALYTICS
3.8

Glycan annotation stops depending on the database having seen the structure before.

◆ Current state

glyanno resolves mass spectrometry observations into glycan compositions and structures, converting between m/z, composition and structure, filling in missing detail on partial structures, and mapping results to GlyTouCan accessions. The newest release adds de novo reconstruction of topological N-glycans, falling back to the topological database only when reconstruction is not possible. Batch performance was reworked at the same time, with vector inputs reusing prepared databases and direct lookups instead of repeating setup per element.

◆ Where it's heading

The consistent theme is making ambiguous results honest and predictable. return_best moved from returning a shortened tibble to a vector aligned with the input, with NA for unmatched glycans; matching concrete compositions against a generic database now errors instead of silently returning nothing; zero-length database arguments are rejected. Alongside that, functions belonging elsewhere have been pushed down into glyrepr rather than duplicated, which is the same boundary discipline visible across this cohort. Version churn is largely driven by upstream: two of the last six entries exist to absorb breaking changes in glyrepr.

◆ Prediction

De novo reconstruction currently covers topological N-glycans only, so extending it to other structure levels or to O-glycans is the natural next step. The performance work suggests batch annotation of full experiments is now the primary use being optimised for.

Holistics logo
Holistics
ANALYTICS
5.0

Holistics is adding governance to the AI layer it spent the summer building.

◆ Current state

Holistics ships small, frequent notes - often one or two sentences - covering three strands at once: AI features in Explore and Chat, as-code control over presentation through AML, and workspace hygiene like file history and dark mode. The August entries turn to the AI layer's edges rather than its capabilities, with an AI user attribute for restricting what the assistant can reach. Several entries are barely a line long, so scope frequently has to be read from the headline.

◆ Where it's heading

The AI work has moved through a recognizable sequence: capability first with chart suggestions, then observability with AI Chat Insights for admins, and now access control with an AI-specific user attribute. Alongside it, Holistics keeps pulling presentation into AML - custom charts, theme palettes, currency formats - so the things analysts used to click are versioned as code. File history is the join between the two threads, giving every dashboard, model, and dataset its own restorable timeline.

◆ Prediction

With capability, visibility, and access control now in place for the AI layer, the next step is likely audit or policy depth - logging what the assistant answered against which data - rather than new AI surfaces.

Alternatives to glyanno and Holistics

Other Analytics 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 glyanno or Holistics.

See all glyanno alternatives → · See all Holistics alternatives →

Recent activity from glyanno and Holistics

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

  1. 2d agoHolisticsAI user attribute restricts AI access to sensitive data
  2. 16d agoHolisticsCustom currency and unit formats, per field
  3. 19d agoHolisticsFile history: per-file version timeline and restore
  4. 22d agoHolisticsCustom charts become AML code with GUI authoring
  5. 23d agoHolisticsColor palettes can be assigned at the theme level
  6. 27d agoHolisticsDate-range presets and typed shorthands
  7. 27d agoglyannoDe novo reconstruction of topological N-glycans, with database fallback
  8. 3mo agoglyannoGlyTouCan accession mapping and anomeric position filling
  9. 3mo agoglyannoFixes an enhance_struc() break from glyrepr 0.11.0
  10. 4mo agoglyannoExplicit empty return from com_to_struc()
  11. 4mo agoglyannoreturn_best output aligns with input length; silent empty matches now error
  12. 5mo agoglyannoto_level parameter removed from enhance_struc()

Frequently asked questions

What is the difference between glyanno and Holistics?

They serve adjacent needs but don't currently overlap on shipped themes. Holistics is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 editorial sparks in the last 30 days against 1. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is glyanno better than Holistics?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Holistics is currently shipping more aggressively (velocity 5.0 vs 3.8), with 0 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to glyanno?

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

What are the best alternatives to Holistics?

Top Holistics alternatives in Analytics are ranked by recent ship velocity. Browse the "Holistics alternatives" section above for the current picks, or visit /alternatives/holistics for the full list with editorial commentary on each.