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AI · head to head

LatchBio vs Sourcegraph Cody

LatchBio logo

LatchBio

AI

AI agents that run bioinformatics analyses, from a company that pivoted from workflow hosting

From
On request
Rated
-
Full reviewWebsite
Sourcegraph Cody logo

Sourcegraph Cody

AI

Enterprise AI coding assistant with whole-codebase context

From
$59/month
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: LatchBio the company has pivoted from hosted bioinformatics workflows to AI agents, so organisations that adopted the earlier SDK and workflow product are now on a line that is no longer the strategic focus.; Sourcegraph Cody no longer available to individual developers or small teams after free and Pro tiers were discontinued in mid-2025
  • They diverge on capability: LatchBio covers Agent driven analysis, Sourcegraph Cody covers Multi-repository context.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which LatchBio and Sourcegraph Cody actually diverge.

Attributes where LatchBio and Sourcegraph Cody differ
AttributeLatchBioSourcegraph Cody
Starting priceOn request$59/month
PlatformsWebweb, windows, mac, linux
FoundedUnknown2013

Identical on both: pricing model (quote), free tier (No), user rating (Not yet rated), category (AI).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in LatchBio

  • Agent driven analysis
  • Multi assay support
  • Published benchmarks
  • White labelled portals
  • Common file format handling
  • Managed compute

Only in Sourcegraph Cody

  • Multi-repository context
  • Large context window
  • Context filters
  • Model flexibility
  • IDE integration

What people use each for

The jobs each tool is most often brought in to do.

LatchBio

  • A small biotech with sequencing data and no bioinformatician who needs a first pass differential expression or cell type annotation quicklynot Sourcegraph Cody
  • An assay or kit vendor that wants to give customers an analysis portal under its own branding rather than shipping raw filesnot Sourcegraph Cody
  • A wet lab scientist who wants to explore a dataset interactively before commissioning a formal analysis from a core facilitynot Sourcegraph Cody
  • A research group benchmarking agent produced analyses against its own established pipeline to decide how much routine work can be delegatednot Sourcegraph Cody

Sourcegraph Cody

  • Cross-repository code understanding for large engineering orgsnot LatchBio
  • AI-assisted code review and refactoring at enterprise scalenot LatchBio
  • Enforcing data-boundary controls when using third-party LLMsnot LatchBio
  • Codebase-aware chat and autocomplete for developersnot LatchBio

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

LatchBio

  • The company has pivoted from hosted bioinformatics workflows to AI agents, so organisations that adopted the earlier SDK and workflow product are now on a line that is no longer the strategic focus.
  • Agent generated analysis code has to be validated by someone who could have written it, which inverts the value proposition for the small labs that most need it and cannot check the output.
  • No pricing is published, so the cost of routine agent analysis at team scale cannot be estimated without contacting sales, and compute billed through the platform makes the bill usage dependent.
  • Regulated use is a poor fit: an agent that writes non deterministic analysis code is difficult to validate under GxP, so this is a research tool rather than something that will sit in a regulated diagnostic or submission workflow.
  • The vendor publishes its own benchmarks, which is more than most competitors do, but self reported benchmarks on selected datasets are not a substitute for testing the agent on your own data before committing.

Sourcegraph Cody

  • No longer available to individual developers or small teams after free and Pro tiers were discontinued in mid-2025
  • Priced substantially higher than many competing AI coding assistants, with Enterprise plans typically requiring annual contracts
  • Sourcegraph has shifted its individual-developer focus to a separate product, Amp, creating uncertainty about Cody's long-term product priority
  • Requires integration with Sourcegraph's broader code intelligence platform rather than working as a lightweight standalone extension

Pricing, plan by plan

LatchBio

On request
  • LatchBio Platform$undefined/year
    • Quoted through a sales process
    • Interactive sandbox available for trying the agent before contracting
    • Enterprise and white labelled portal deployments priced separately

Sourcegraph Cody

$59/month
  • Enterprise$59/month
    • Whole-codebase AI context
    • Context filters for sensitive code
    • Multi-repository analysis

Which should you pick?

Choose LatchBio if

  • You need agent driven analysis.
  • You also want multi assay support.
LatchBio review

Choose Sourcegraph Cody if

  • You need multi-repository context.
  • You work on web, windows, mac, linux.
  • You also want large context window.
Sourcegraph Cody review

Questions people ask

Is LatchBio or Sourcegraph Cody better?
Neither clearly leads. LatchBio starts at On request and Sourcegraph Cody at $59/month, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, LatchBio or Sourcegraph Cody?
LatchBio starts at On request and Sourcegraph Cody at $59/month.
Does LatchBio or Sourcegraph Cody run on more platforms?
LatchBio runs on Web. Sourcegraph Cody runs on web, windows, mac, linux.
What is LatchBio best used for?
LatchBio is most often used for a small biotech with sequencing data and no bioinformatician who needs a first pass differential expression or cell type annotation quickly, an assay or kit vendor that wants to give customers an analysis portal under its own branding rather than shipping raw files, a wet lab scientist who wants to explore a dataset interactively before commissioning a formal analysis from a core facility, a research group benchmarking agent produced analyses against its own established pipeline to decide how much routine work can be delegated. Of those, a small biotech with sequencing data and no bioinformatician who needs a first pass differential expression or cell type annotation quickly and an assay or kit vendor that wants to give customers an analysis portal under its own branding rather than shipping raw files are not what Sourcegraph Cody is typically brought in for.
What can LatchBio do that Sourcegraph Cody cannot?
LatchBio covers Agent driven analysis, Multi assay support, Published benchmarks, White labelled portals. Sourcegraph Cody covers Multi-repository context, Large context window, Context filters, Model flexibility.

Answered from the vendors’ own pages

LatchBio: Is LatchBio still selling the original workflow platform?

The company is now led by agent.bio and its agent products. Buyers evaluating the older Python SDK workflow platform should confirm current support directly.

Sourcegraph Cody: Is Sourcegraph Cody still available to individual developers?

No, as of mid-2025 Cody Free and Pro plans were discontinued; Cody is now sold only as part of Sourcegraph's Enterprise plan, which requires an annual contract.

Source
LatchBio: Can I try it before buying?

Yes. There is an interactive sandbox where you can upload data and run the agent before entering a sales conversation.

Sourcegraph Cody: How much does Sourcegraph Enterprise cost?

Enterprise plans start around $16,000 and scale with team size and seat count, including bundled AI credits; exact pricing requires a sales quote.

Source
LatchBio: Is it suitable for regulated work?

Not really. Non deterministic agent generated code is hard to validate under GxP, so treat it as a research and exploration tool.

Sourcegraph Cody: How does the AI credit system work on Enterprise plans?

Each plan includes a pooled allocation of AI credits shared across the organization; credits do not expire and roll over at renewal, with volume credit add-ons available.

Source
LatchBio: What data types does it handle?

Single cell RNA sequencing, spatial transcriptomics, epigenomics, proteomics and pharmacology data, ingesting FastQ, H5AD and spreadsheet formats.

Sourcegraph Cody: What happens if my organization exceeds its credit allocation?

Sourcegraph's pricing page addresses overage and offers additional volume credit buckets for teams that need more than their committed allocation.

Source
Sourcegraph Cody: Is a free trial available for Sourcegraph Enterprise?

Sourcegraph's pricing page lists free trial availability as one of its published FAQ topics for prospective Enterprise customers.

Source
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