Companies · AI / ML

Airbyte, Inc.Winter 2020Active

SAN FRANCISCO · CA, USA · AI / ML · refined from filed group “Other · founded 2020 · https://airbyte.com/

Diligence memoA one-page analyst read on Airbyte, Inc. — recommendation, valuation, rhythm, risks.
$25.9M
Total raised · real
1
Rounds
Latest step-up
Top 7%
Sector rank · raised
Series B
Latest stage · inferred · Thu May 20 2021 00:00:00 GMT+0000 (Coordinated Universal Time)

Airbyte, Inc. looks fair against its niche peers and is dormant on financing cadence.

Synthesized from the figures below est. — every claim rests on a number shown on this page. Valuation uses the ai/ml sector profile.

Analyst read est. — computed against this company's niche peers in the same era. Inputs shown; not a quoted figure.

Fair
  • Modeled value is 1.48× the median modeled value of Series B AI / ML companies in 2019–2021 (22 peers) — value vs value, same stage and era.
  • Within the normal band (148% of peer median) for its niche.
Dormant
  • Last raise 5.1 yr ago; this sector typically re-raises about every 11 months.
  • Only one round on record and long silent — often defunct, acquired, or gone quiet.
Leadership

No named principal in this company's public records yet — see all operators below.

Explore how these operators interlock with other companies in the operator network.

Where it sits in AI / ML

Airbyte, Inc. is one of 2067 AI / ML companies tracked from SAN FRANCISCO, CA, USA, on record since 2020. By capital raised it ranks among the largest (ahead of 94% of sector peers), and among the largest by modeled valuation est..

Ranking is computed against this company's own sector cohort — reported capital is fact; valuation tiers are modeled.

AI analyst read est. — model-extracted from this company's public description, not a verified fact. 30%

operates a technology-led product inferred from public copy

Grounded in: “You are a venture analyst

Context layer for production-grade AI agents

Airbyte Agents is the context layer your AI agents query before they act. Features the Context Store, which unifies entities across Salesforce, Stripe, Zendesk and more. Use it from the UI, your LLM via MCP, or our SDK. 40% fewer tool calls, up to 80% fewer tokens. Airbyte Data Replication is the leading open data movement platform that empowers data teams in the AI era by transforming raw data into actionable intelligence. https://github.com/airbytehq/

AIArtificial IntelligenceData EngineeringDeveloper ToolsOpen Sourceai/mldevtools
Find Airbyte, Inc. online

As reported in public records reported — not modeled.

US
Jurisdiction
Rule 506(b)
Reg D exemption
19
Investors (latest)
2020
Year incorporated
2021-05-20
First sale
Amount raised vs valuation, by round

Solid bars are reported offering amounts reported; hatched bars are the modeled post-money valuation est. — both on one shared scale so you can read raise-vs-worth at each round directly. Use the toggles to overlay data labels and the niche-peer / market average value lines.

Amount raised · realModeled valuation · estCumulative funded · real
$0$250M$500M$750M$1.0BSeries B · 2021-05-20 Raised $26M (real) Modeled valuation $725M (est)$26M$725MSeries B2021

The line shows cumulative reported funding over the period; + labels show new capital added between points when there is room. Toggle on-bar figures, plus the niche-peer and market averages, to read this company against its cohort. Benchmarks are modeled medians.

Financing ladder & sequence gaps
Series B$25.9M · 2021

Stages are modeled from round size (public records carry no series label). No record for: Pre-Seed, Seed, Series A — the company may have raised it under a different exemption, merged it into an adjacent record, or skipped it. Sequence completeness: 25%.

Modeled valuation trajectory
$724.6M
Base estimate est.
$63.5M
Conservative case
$2.4B
Upside case
$144.0M
Modeled post-money

Round size and date are reported; the stage label is inferred from round size (latest is Series Ba $15M–$40M round). Valuation is modeled from stage benchmarks scaled by the ai/ml sector profile. Directional, not a quoted figure.

Not enough modeled valuation points to chart a trajectory.

Model inputs · modeled:benchmark-stage-stepup-v1
18%
Dilution assumption
Implied ownership sold in the financing.
67%
Survival probability
44% low · 81% high
1.49×/yr
Annual markup
1.80×/yr upside case
5.1 yr
Elapsed time used
5.1 yr actual, capped for stale marks
ai/ml
Sector profile
Adjusts growth and survival by industry.
Financing rhythm
Avg between rounds
Capital velocity
5.1 yr
On record since
2021
First round
1
Rounds on file
How it compares to the market

Benchmarked against 2067 companies in AI / ML. Each bar is a median (the middle company, not an average — outliers don't skew it). Two yardsticks: real money raised (reported on Form D) and modeled value (our estimate est.). These are whole-sector medians across all stages, except the per-stage row.

Total raised — vs sector median (real $, all stages) 5.5× above median
This company$25.9M
Sector median$4.7M
Latest round — vs other Series B rounds in sector (real $, this stage) 1.2× above median
This company$25.9M
Sector median$21.8M
Modeled value — vs sector median (estimate, all stages) 26× above median
This company$724.6M
Sector median$27.9M

Raised more than 94% of sector peers (real $). Modeled value above 97% of peers (estimate).

Niche peers — same stage & era

A tighter cohort than the sector chart above — only companies at the same stage (Series B) that last raised in the same ~3-year era, ranked by modeled value est. (not money raised). This is the exact set the analyst read compares against, so a like-for-like cohort is what makes "over/under-valued" meaningful. This company ranks #4 of 22.

This companyCohort peer
$100.0M$1.0B$10.0B$10.0M$100.0MCapital raised (log)Nile AI, Inc. · Series B Raised $29.3M · modeled $1.1B (est)Outlier AI, Inc. · Series B Raised $32.7M · modeled $959.2M (est)ClosedLoop.ai Inc. · Series B Raised $36.9M · modeled $866.1M (est)Common Intelligence, LLC · Series B Raised $22.0M · modeled $712.5M (est)Chooch Intelligence Technologies Co. · Series B Raised $20.1M · modeled $687.9M (est)SkydropX, Inc. · Series B Raised $25.7M · modeled $610.0M (est)Rasgo Intelligence Inc. · Series B Raised $25.6M · modeled $584.4M (est)Mosaic ML, Inc. · Series B Raised $21.7M · modeled $580.5M (est)Monotony.ai, Inc. · Series B Raised $26.4M · modeled $504.4M (est)Kore.ai, Inc. · Series B Raised $50.8M · modeled $494.7M (est)AI Fleet Inc. · Series B Raised $21.0M · modeled $483.1M (est)Airbyte, Inc. (this company) Raised $25.9M · modeled $724.6M (est)Airbyte, Inc.
CompanyStageRaised · realValue · estvs peer med.
Nile AI, Inc.Series B$29.3M$1.1B2.15×
Outlier AI, Inc.Series B$32.7M$959.2M1.96×
ClosedLoop.ai Inc.Series B$36.9M$866.1M1.77×
Airbyte, Inc. this companySeries B$25.9M$724.6M1.48×
Common Intelligence, LLCSeries B$22.0M$712.5M1.46×
Chooch Intelligence Technologies Co.Series B$20.1M$687.9M1.41×
SkydropX, Inc.Series B$25.7M$610.0M1.25×
Rasgo Intelligence Inc.Series B$25.6M$584.4M1.20×
Mosaic ML, Inc.Series B$21.7M$580.5M1.19×
Monotony.ai, Inc.Series B$26.4M$504.4M1.03×
Kore.ai, Inc.Series B$50.8M$494.7M1.01×
AI Fleet Inc.Series B$21.0M$483.1M0.99×
Full financing history

Stage is inferred from round size est., not reported on the filing — a round's dollar size maps to a bucket: Pre-Seed <$1.0M · Seed $1.0M–$4.0M · Series A $4.0M–$15M · Series B $15M–$40M · Series C $40M–$100M · Series D+ $100M–$400M · Growth/Late >$400M.

StageAmount · realAnnouncedPost-money · estValue · estConf.
Series B$25.9M2021-05-20$144.0M$724.6M90%
What happened at each round

Step-up, pace versus the sector's normal cadence, and revenue/exemption moves — read straight from the reported round facts reported.

  1. Series B$25.9M2021-05-20
    • First recorded raise — entered as Series B.
    • 19 investors on this round.
Intelligence
Modeled next raise
$41.5M
Modeled next size est.range $27.0M$66.4M
Last step-up
Capital velocity

Predictive signals are modeled est. from this company's own cadence and step-up, plus sector benchmarks — directional, not advice. Peer set and a CSV export live in your analyst workspace.

Key people & operators

Officers, directors and promoters named in this company's public recordsreported — the people who run it (not its investors). "Also runs" counts come from name-matching across all records, so verify before acting.

PersonRoleAlso runsTied since
Chetan Puttagunta11 other2021-05
Jean Lafleur1 other2021-05
Michel Tricot2021-05
Registry & provenance

Airbyte, Inc. is an official record sourced from the U.S. Securities and Exchange Commission (SEC). U.S. data is aggregated from SEC Form D filings.

United States
Country of record
US
Jurisdiction
1864376
SEC CIK
2020
Incorporated
Similar companies

Nearest neighbours across the whole database — matched on sector, stage and capital scale, and on shared operators (officers or directors named at both companies in public filings). A discovery shortlist, not a valuation cohort — verify before acting, the same way modeled figures are directional.

CompanySectorStageRaised · realValue · estWhy similar
Kintsugi Ai, Inc.AI / MLSeries B$26.1M$149.4Msame sector · same stage
SkydropX, Inc.AI / MLSeries B$25.7M$610.0Msame sector · same stage
Rasgo Intelligence Inc.AI / MLSeries B$25.6M$584.4Msame sector · same stage
Luma AI, Inc.AI / MLSeries B$25.5M$371.7Msame sector · same stage
Monotony.ai, Inc.AI / MLSeries B$26.4M$504.4Msame sector · same stage
Vapi Inc.AI / MLSeries B$25.2M$185.9Msame sector · same stage
Maisa AI Inc.AI / MLSeries B$25.1M$138.7Msame sector · same stage
Datafold, Inc.AI / MLSeries B$25.1M$23.2Msame sector · same stage
Semantically similar

Matched by meaning, not labels — a local language model reads each company's name, sector and description and ranks the closest in that learned space. This catches look-alikes that cross sector boundaries; the structured list above explains its matches, this one trusts the text. Directional, like every modeled signal here.

CompanySectorStageValue · estMatch
Airweave
The open-source context retrieval layer for agents
AI / ML82%
The Context Company
Monitor AI agents and understand user behavior
AI / ML81%
Context.dev
We give AI agents realtime web context.
AI / ML79%
Tasklet
Agents that own the work
AI / ML77%
Slite
The self-maintaining knowledge base
AI / ML76%
ReasonBlocks
The runtime layer that makes AI agents cheaper and more reliable
AI / ML75%
Halluminate
Data and RL environments to automate knowledge work
AI / ML75%
Glue
The Interface Design Canvas for AI agents
AI / ML75%
Frequently asked
How much funding has Airbyte, Inc. raised?
Airbyte, Inc. has raised approximately $25.9M in disclosed capital across 1 recorded financing round, aggregated from public filings.
What is Airbyte, Inc.'s estimated valuation?
Provath's modeled valuation for Airbyte, Inc. is approximately $724.6M (modeled range $63.5M–$2.4B). This is an algorithmic estimate derived from round sizes and same-niche peers — not a quoted or reported figure.
What funding stage is Airbyte, Inc. at?
Airbyte, Inc.'s latest modeled financing stage is Series B. Its most recent recorded round closed around Thu May 20.
What does Airbyte, Inc. do and where is it based?
Airbyte, Inc. operates in the AI / ML sector, based in SAN FRANCISCO, CA, USA. Context layer for production-grade AI agents
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