Neuronify

Observability

Instrumenting a system so its internal state can be understood from its outputs — logs, metrics, traces — and, for AI systems, the full record of each model call.

Hiring data as of November 4, 2026 · refreshed daily

companies naming it
32 of 47companies naming it
open roles naming it
100open roles naming it
of those based in NYC
57of those based in NYC
median posted base (n=43)
$235kmedian posted base (n=43)

What Observability means

Observability is the ability to explain what a running system is doing from the data it emits. The term comes from infrastructure engineering and most postings use it in that general sense: logs, metrics, traces, alerting.

AI systems add a layer. When an agent takes twelve steps to answer a question, debugging requires the whole trajectory — every prompt, tool call, retrieved document, and token count — and a way to tie cost and quality back to it. LLM-specific observability tools such as Langfuse, Arize, and LangSmith exist for that, though far fewer postings name them than name observability in general.

Observability in New York job posts

32 of the 47 New York AI companies we track name Observability in at least one open role today, across 100 postings. 57 of those are based in New York; the rest are remote or in the companies’ other offices.

This is engineering vocabulary: 98% of the postings that name it are Engineering roles.

How to read it

Treat this as a general engineering-maturity signal rather than an AI-specific one; we publish it because the gap between how many companies ask for observability and how few name an LLM observability tool is itself informative. In an AI engineering posting, it suggests production responsibility, not prototyping.

What these roles pay

$208k25th percentile
$235kMedian
$255k75th percentile

Midpoints of 43 distinct salary ranges posted on New York roles that name Observability. Base salary only; on-target earnings are excluded, and a range repeated across one company’s postings counts once. For comparison, the median across all New York engineering postings is $216k. A term’s pay reflects the roles that name it as much as the skill itself — see the role mix below before reading a premium into it. Full bands by function and seniority are in the NYC salary calculator.

Companies naming Observability, daily

Count of companies with at least one open role naming the term. We read between 46 and 47 companies a day over this period, so a move of one or two is noise.

022.54532Sep 20Nov 4Sep 20: 35 companiesSep 21: 35 companiesSep 22: 35 companiesSep 23: 35 companiesSep 24: 35 companiesSep 25: 35 companiesSep 26: 35 companiesSep 27: 35 companiesSep 28: 35 companiesSep 29: 35 companiesSep 30: 34 companiesOct 1: 34 companiesOct 2: 33 companiesOct 3: 32 companiesOct 4: 32 companiesOct 5: 33 companiesOct 6: 32 companiesOct 7: 32 companiesOct 8: 31 companiesOct 9: 31 companiesOct 10: 30 companiesOct 11: 30 companiesOct 12: 30 companiesOct 13: 30 companiesOct 14: 30 companiesOct 15: 30 companiesOct 16: 30 companiesOct 17: 31 companiesOct 18: 31 companiesOct 19: 31 companiesOct 20: 31 companiesOct 21: 31 companiesOct 22: 31 companiesOct 23: 31 companiesOct 24: 31 companiesOct 25: 31 companiesOct 26: 31 companiesOct 27: 31 companiesOct 28: 31 companiesOct 29: 31 companiesOct 30: 31 companiesOct 31: 31 companiesNov 1: 31 companiesNov 2: 31 companiesNov 3: 31 companiesNov 4: 32 companies
View as table
Datecompanies
2026-09-2035
2026-09-2135
2026-09-2235
2026-09-2335
2026-09-2435
2026-09-2535
2026-09-2635
2026-09-2735
2026-09-2835
2026-09-2935
2026-09-3034
2026-10-0134
2026-10-0233
2026-10-0332
2026-10-0432
2026-10-0533
2026-10-0632
2026-10-0732
2026-10-0831
2026-10-0931
2026-10-1030
2026-10-1130
2026-10-1230
2026-10-1330
2026-10-1430
2026-10-1530
2026-10-1630
2026-10-1731
2026-10-1831
2026-10-1931
2026-10-2031
2026-10-2131
2026-10-2231
2026-10-2331
2026-10-2431
2026-10-2531
2026-10-2631
2026-10-2731
2026-10-2831
2026-10-2931
2026-10-3031
2026-10-3131
2026-11-0131
2026-11-0231
2026-11-0331
2026-11-0432

Who names it

Open roles naming Observability, by company.

Also: Alloy, April, Arthur, Hebbia, Basis, Comet, EvolutionIQ, Grow Therapy, Hume AI, K Health, Maven Clinic, Normal Computing, Patlytics, Pinecone, Preql, Reality Defender, Rillet, Sixfold, SmarterDx, Vic.ai.

Which roles

The same postings, by function and by seniority.

  • Engineering98
  • Other1
  • Research1
  • Staff/Principal35
  • Mid31
  • Senior25
  • Manager4
  • Director2
  • Leadership2

Named alongside Observability

Terms that appear in the same postings far more often than chance would put them there. The number is how many of the 32 companies pair the two.

Open roles naming Observability

A sample from today’s data, New York roles first and one per company before any repeats. Links go to the employer’s own posting. For the full market, see AI jobs in NYC.

How this is counted

Every day we read the open roles on the public job boards of the New York AI companies in our coverage — the NYC AI 100 and the AI in NYC Show roster. This term is matched against each role’s description after removing the text a company repeats across its postings, so an “About us” paragraph cannot tag every role the company has open. A vendor’s own postings never count toward its own name.

The figure means named in a job posting. It does not mean used in production, and a “nice to have” counts the same as a requirement. Companies are the headline number because posting counts are dominated by whichever few employers are hiring hardest this month.

Full method, including the pay rules, is on the glossary index; the underlying series is the NYC AI Hiring Index.

Observability — common questions

What does Observability mean in an AI job posting?

Instrumenting a system so its internal state can be understood from its outputs — logs, metrics, traces — and, for AI systems, the full record of each model call. Treat this as a general engineering-maturity signal rather than an AI-specific one; we publish it because the gap between how many companies ask for observability and how few name an LLM observability tool is itself informative. In an AI engineering posting, it suggests production responsibility, not prototyping.

How many New York AI companies are hiring for Observability?

As of November 4, 2026, 32 of the 47 New York AI companies we track name Observability in the description of at least one open role, across 100 postings (57 based in New York). The count refreshes daily from the companies’ own job boards.

What do roles that ask for Observability pay in New York?

Across 43 distinct posted salary ranges on New York roles naming Observability, the median midpoint is $235k base, with the middle half between $208k and $255k. The same figure for all New York engineering postings is $216k. These are employer-posted ranges required by New York’s pay transparency law, base salary only.

Which skills are asked for alongside Observability?

In the same postings, the terms most distinctively paired with Observability are Java, Kubernetes, AWS, Apache Kafka, TypeScript. We rank pairings by how much more often they appear together than apart, so near-universal terms such as Python do not crowd out the informative ones.

Need someone who has actually shipped this?

A keyword in a posting is easy to match and hard to verify. We match companies with AI engineers and consultancies vetted on production work, and tell you when the project needs a different skill than the one you named.

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