Upwork Automation Market: Platform & Application Comparison
August 2026 Analysis
Report Date: September 2026 Data Period: June 2025 baseline; detailed series September 2025 – August 2026 (12 months shown) Total Jobs Analyzed: 2,391 (platform set, August 2026)
Executive Summary
August 2026's headline is quiet: the median hourly rate printed $32.50 and the platform mix barely moved. On the volume line, August is the first month since the SOTU handoff where a clean month-over-month comparison is genuinely hard to make — the platform scrape failed on two August days, those days were backfilled at month-end, and the backfill also re-tagged jobs across the whole month. So the raw stored total (2,391) is not directly comparable to July's 2,549. On the honest comparison — platform jobs per weekday over cleanly-captured days, measured before the backfill — August ran about 88 jobs/weekday against July's 97, a high-single-digit softening. That is a normal late-summer easing, not a contraction.
Zapier held at 1,070 jobs and n8n at 960, with Make.com at 421 — the three platforms sitting in their usual order, Zapier the volume leader, n8n the technical-depth option, Make the weakest. None of these are a monthly "leadership" story; measured from the June 2025 baseline all three are down roughly the same ~30%. GoHighLevel stayed near its highs at 600 jobs, the single most durable application in the dataset. The median rate at $32.50 is the second time in the series it has printed below $35 — the other being December 2025's $30 — and the mean fell to $36.91 from July's $41.41, its lowest read in the series.
The AI tier led on counts and fell on share: OpenAI/GPT (534 mentions) and Claude/Anthropic (507) lead the platform-set terms, with AI Agents at 363 and Voice AI at 184, but these are overlapping mention counts. The clean figure, the share of postings naming any AI term, fell a fourth straight month to 40.82% from 48.75% in May, and all ten categories lost share. Fixed-price share fell to 37.1%, a third straight monthly decline from 42.9% in May.
Key August Insight: This is a calm month wearing a noisy hat. Two things moved and both are measurement, not market — the lost-and-backfilled August days, and the re-tagging that inflated the stored August total. Strip those out and you get a market that softened a few points into late summer (matching Aaron's -2.2% July→August 2025) and sat on the fence on pay: the hourly postings split 462 at $30 or below against 462 at $35 or above, with four in the gap, so the $32.50 median is decided by a handful of listings. Fixed-price share and AI-term share both fell. Don't read a story into the volume line this month.
Platform Comparison: Twelve-Month Evolution
Major Automation Platforms
| Platform | Sep | Oct | Nov | Dec | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Jul MoM | Since Jun '25 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Zapier | 2,233 | 2,132 | 1,662 | 1,753 | 1,767 | 1,721 | 1,827 | 1,785 | 1,021 | 972 | 1,223 | 1,070 | 📉 -12.5% | 💥 -30.5% |
| n8n | 2,099 | 2,024 | 1,729 | 1,663 | 1,535 | 1,403 | 1,465 | 1,252 | 805 | 815 | 1,055 | 960 | 📉 -9.0% | 💥 -27.9% |
| Make.com | 967 | 1,027 | 811 | 751 | 725 | 743 | 806 | 781 | 638 | 593 | 631 | 421 | 📉 -33.3% | 💥 -30.7% |
| Power Automate | 33 | 42 | 20 | 28 | 37 | 22 | 29 | 30 | 20 | 18 | 30 | 29 | 🟡 -3.3% | 🟢 flat |
Status Indicators:
- 🚀 Strong Growth (>10%)
- 🟢 Stable/Growth (0-10%)
- 🟡 Slight Decline (0-5%)
- 📉 Declining (>5%)
- 💥 Collapse (sustained >20% since June 2025 baseline)
A note on the MoM column: raw August counts are not directly comparable to July. July was measured live on the full hybrid basis; August lost two capture days (backfilled at month-end) and the backfill re-tagged ~127 jobs into the platform set across the month, inflating the stored August total ~6%. The MoM figures above use the stored counts and should be read as directional only. The capture-independent signals — median rate and platform share — are the real read.
Platform Analysis
Zapier (Volume Leader, Standing Structure)
- Current: 1,070 jobs (43.7% of the three-platform total)
- Trend: down since July, but the stored counts straddle the August backfill
- Total: -30.5% since June 2025, in line with the other two platforms
- Assessment: Zapier remains the volume leader as it has for the entire series. There is no leadership drama here — its ~30% drawdown from June matches n8n and Make almost exactly.
- Recommendation: Primary platform for volume; the case rests on breadth of client demand, not on any monthly growth arrow.
n8n (Technical-Depth Option)
- Current: 960 jobs (39.2% of the three-platform total)
- Trend: n8n has oscillated in a 805–1,055 band across the SOTU era; August sits mid-band
- Total: -27.9% since June 2025 — the same neighborhood as Zapier and Make
- Assessment: The old "uniquely resilient n8n" thesis was a baseline artifact. On a June baseline, n8n declined about as much as everything else. What is real is that n8n remains the technical-depth / self-hosted option and shows up heavily in the AI-agent job descriptions.
- Recommendation: Strong secondary or primary for technically-deep, AI-adjacent work; not because it's "winning," but because of the kind of client it attracts.
Make.com (Weakest of the Three)
- Current: 421 jobs (17.2% of the three-platform total)
- Trend: August's 421 is the lowest platform read in the series, but it sits behind the August capture noise — treat the single print cautiously
- Total: -30.7% since June 2025, the deepest of the three by a hair
- Assessment: Make has been the smallest and weakest of the three platforms all year. That is standing structure, not this month's news. The low August print is partly a light-capture artifact.
- Recommendation: Secondary skill, not a primary specialization. Same advice as it's been all year.
Power Automate (Niche Enterprise Tool)
- Current: 29 jobs
- Trend: -3.3% MoM, effectively flat
- Total: flat since June 2025
- Assessment: Too small for standalone specialization; sits inside the Microsoft enterprise ecosystem.
- Recommendation: Microsoft-shop clients only.
Application Ecosystem: August 2026
Top 15 Applications by Job Volume
| Application | Sep | Oct | Nov | Dec | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Jul MoM | Since Jun '25 | Status |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GoHighLevel | 662 | 659 | 579 | 562 | 645 | 585 | 693 | 687 | 476 | 483 | 585 | 600 | 🟢 +2.6% | 🚀 strong | Most durable app |
| Google Sheets | 719 | 726 | 597 | 552 | 537 | 495 | 526 | 532 | 313 | 261 | 268 | 241 | 📉 -10.1% | 📉 down | Long decline |
| HubSpot | 450 | 447 | 346 | 333 | 350 | 349 | 375 | 378 | 205 | 243 | 322 | 239 | 📉 -25.8% | 🟢 steady | Behind capture noise |
| Airtable | 604 | 611 | 505 | 492 | 467 | 424 | 435 | 447 | 308 | 266 | 255 | 208 | 📉 -18.4% | 📉 down | Structural decline |
| Slack | 460 | 461 | 354 | 321 | 307 | 316 | 336 | 323 | 218 | 157 | 237 | 193 | 📉 -18.6% | 📉 down | Slack softening |
| Notion | 325 | 414 | 321 | 341 | 273 | 243 | 229 | 230 | 157 | 111 | 132 | 127 | 🟡 -3.8% | 📉 down | Low and flat |
| ClickUp | 166 | 182 | 135 | 169 | 146 | 134 | 112 | 103 | 58 | 81 | 94 | 88 | 📉 -6.4% | 📉 down | Continued erosion |
| Zoho | 124 | 141 | 128 | 122 | 82 | 120 | 101 | 119 | 41 | 66 | 82 | 72 | 📉 -12.2% | 🟡 volatile | Small-number swings |
| Salesforce | 149 | 106 | 81 | 96 | 88 | 110 | 88 | 102 | 57 | 64 | 104 | 68 | 📉 -34.6% | 📉 down | Behind capture noise |
| Excel | 549 | 568 | 403 | 382 | 316 | 280 | 251 | 235 | 108 | 171 | 353 | 67 | 💥 -81.0% | 💥 collapse | See note |
| Monday.com | 98 | 97 | 101 | 90 | 102 | 101 | 104 | 111 | 60 | 49 | 61 | 52 | 📉 -14.8% | 🟡 stable-ish | Most stable alt |
| QuickBooks | 93 | 95 | 79 | 64 | 77 | 73 | 94 | 95 | 47 | 70 | 70 | 46 | 📉 -34.3% | 📉 down | Behind capture noise |
| Asana | 93 | 97 | 67 | 71 | 64 | 65 | 49 | 72 | 27 | 24 | 49 | 37 | 📉 -24.5% | 📉 down | Small numbers |
| Xero | 43 | 51 | 40 | 34 | 30 | 37 | 43 | 42 | 17 | 20 | 20 | 26 | 🚀 +30.0% | 🟢 small growth | Small numbers |
| Trello | 75 | 55 | 48 | 47 | 26 | 24 | 31 | 41 | 11 | 17 | 26 | 14 | 📉 -46.2% | 💥 near-extinct | Single digits territory |
Note on Excel: the July print (353) was itself anomalously high relative to the surrounding months, and August's 67 sits below June's 171 and May's 108. Both the July spike and the August drop straddle the August capture change and a substring-matching quirk ("excel" catching "excellent"). Do not read the July→August Excel move as a real market event; the multi-month direction is a slow decline.
CRM Platform Deep Dive
Dedicated CRM Systems
| CRM | Jun | Jul | Aug | Jul→Aug | Multi-Month Read | Market Assessment |
|---|---|---|---|---|---|---|
| GoHighLevel | 483 | 585 | 600 | +2.6% | Held near highs | Most durable application in the dataset |
| HubSpot | 243 | 322 | 239 | -25.8% | Steady over the year | Behind August capture noise; treat single print cautiously |
| Zoho | 66 | 82 | 72 | -12.2% | Small-number swings | Volatile, thin data |
| Salesforce | 64 | 104 | 68 | -34.6% | Range-bound low | Behind August capture noise |
Key Insight: GoHighLevel at 600 jobs is the standout — up +2.6% MoM and holding near its SOTU-era highs while nearly everything else softened into August. This matches the full-year pattern: GoHighLevel has been the single most durable application across every contraction month. The sharp Jul→Aug drops in HubSpot, Salesforce and QuickBooks all sit behind the August capture change and should not be read as demand events on a single print. The honest CRM story is unchanged from prior months: pick one CRM and go deep — GoHighLevel for agencies is the best-supported bet in this dataset. The month-to-month "CRM rotation" narrative was noise; ignore it.
Generic "CRM" Mentions
| Month | Mentions | Change |
|---|---|---|
| May 2026 | 817 | — |
| June 2026 | 808 | -1.1% MoM |
| July 2026 | 1,084 | +34.2% MoM (spans the June-24 hybrid cutover) |
| August 2026 | 1,037 | -4.3% MoM |
Generic CRM mentions held at 1,037 in August, close to July's 1,084. The July jump spans the June-24 scrape-coverage cutover, so the Jun→Jul step is partly measurement. On the post-cutover basis, CRM demand as a category is holding roughly flat and remains the most resilient sub-segment of the market.
Alternative CRM Solutions
| Application | Jun | Aug | Jun→Aug | Assessment |
|---|---|---|---|---|
| Airtable | 266 | 208 | -21.8% | Structural decline intact |
| Notion | 111 | 127 | +14.4% | Low and roughly flat |
| ClickUp | 81 | 88 | +8.6% | Continued long-run erosion |
| Monday.com | 49 | 52 | +6.1% | Most stable alternative |
Combined Alternative CRMs: 475 jobs (August) vs 507 jobs (June).
Insight: The alternative-CRM category remains structurally weaker than the dedicated CRMs, and that gap has held all year. Airtable continues its long slide; Notion, ClickUp and Monday.com are bouncing around small numbers. The standing advice holds: dedicated CRM specialization — GoHighLevel in particular — is the more durable niche than the Notion/Airtable-as-CRM play.
AI Tier
The AI tier is contracting as a share of postings, which is the opposite of how raw counts read. Two populations, kept separate:
- The platform set (
ai_keywords) — AI terms within the 2,391 Zapier/n8n/Make jobs. - The broader automation market (
broad_ai_keywordsover 3,636 broad-automation jobs).
The per-term figures below are mention counts and they overlap heavily — one job naming OpenAI, RAG, and an agent is counted three times, so they do not sum and must not be turned into a percentage of the market.
The share of postings naming any AI term is computable and is the one clean AI figure (July's report published it). It fell for a fourth straight month: 48.75% in May, 46.41% in June, 42.89% in July, 40.82% in August — a cumulative 7.9 points. The count fell too, 1,147 to 976, on a capture that is if anything more complete. Every one of the ten AI categories lost share in August, which has not happened before in the months this report has tracked directly.
AI Mentions — August 2026
| AI Category | Platform Set (of 2,391) | Broader Market (of 3,636) |
|---|---|---|
| OpenAI/GPT | 534 | 619 |
| Claude/Anthropic | 507 | 648 |
| AI Agents | 363 | 501 |
| Voice AI | 184 | 227 |
| RAG | 104 | 116 |
| MCP | 73 | 118 |
| LangChain | 63 | 69 |
| Vector DBs | 60 | 64 |
| AI Builders | 36 | 39 |
| Embeddings | 25 | 29 |
Assessment: OpenAI/GPT and Claude/Anthropic run neck-and-neck at the top in both populations, with AI Agents a clear third. In the platform set, OpenAI/GPT appeared in 534 of 2,391 jobs and Claude/Anthropic in 507; these overlap, so they are mention counts, not a share of the market. The RAG figure (104) is notably lower than July's 375 — that print straddles the August capture change and the swing is large enough to treat as noise until a second month confirms direction. Qualitatively, AI fluency continues to trend toward table stakes in automation work: agent-building, voice agents (Retell/Vapi show up in the high-paying examples), and LLM pipelines dominate the premium tier. The premium in this data is in building production AI systems, not in mentioning AI.
August Market Dynamics
Volume: Read the Per-Weekday Figure, Not the Total
Do not read a month-over-month volume story off the stored totals this month. August's platform scrape failed on 2026-08-12 and 2026-08-18, wiping the preceding posting days (which originally captured just 13 and 8 platform jobs against a weekday norm near 95). Those days were backfilled at month-end (now 60 and 55 — partly recovered, not whole), and the same full-month re-query moved ~127 jobs from the automation tag into the platform tag across days that were never broken, inflating the stored August platform total ~6% relative to how July was measured.
- Stored August platform total: 2,391
- July-comparable August figure (backing out the re-tag): ~2,239
- July platform total: 2,549
The honest comparison is per-weekday over cleanly-captured days, measured before the backfill: about 88 platform jobs/weekday in August against 97 in July — a high-single-digit softening. Weekend days run far lower in both months (~46 vs ~56) and are not averaged into that figure.
Assessment: August softened a few points into late summer. That is normal and small — Aaron's own series ran -2.2% July→August 2025 and -6.1% into September. This is not a contraction, a collapse, a pullback, or a rebound; it's a seasonal easing sitting on top of the year-long slow drift. Since the June 2025 baseline, the platform market is down materially on a like-basis (the SOTU-era counts are not basis-comparable to Aaron's earlier broad counts — see Methodology).
Rates: Lead With the Median
The median hourly rate printed $32.50 in August — the second sub-$35 read in the series, the other being December 2025's $30. Reading the median series straight off the data:
Sep $35 · Oct $35 · Nov $35 · Dec $30 · Jan $35 · Feb $35 · Mar $35 · Apr $35 · May $38 · Jun $35 · Jul $35 · Aug $32.50
The median has held at or very near $35 for nearly the whole series, with two downside prints (Dec, Aug) and one upside (May $38). August's $32.50 is a single-month move below the long-standing $35 line; treat it as a wobble until a second month confirms. The typical automation job on Upwork has paid around $35/hr all year, and August doesn't change that read.
The mean rate fell to $36.91, down from July's $41.41 — the lowest mean in the series. The mean has wobbled in a ~$38–43 band all year and is easily levered by a handful of high postings (the max this month was $250/hr, well below prior months' $500–999 maxes). A single-month mean move is not a re-basing. With both the median softening and the top-end max lower this month, August reads as a slightly softer rate month — but one print, not a trend.
| Month | Median | Mean | High-Paying ($75+) |
|---|---|---|---|
| May 2026 | $38.00 | $42.20 | 67 |
| Jun 2026 | $35.00 | $41.83 | 82 |
| Jul 2026 | $35.00 | $41.41 | 105 |
| Aug 2026 | $32.50 | $36.91 | 78 |
High-paying jobs ($75+) numbered 78 in August. Note the count moves with total capture, so read it alongside the volume caveat above rather than as a clean premium-demand signal.
Contract Type: The Slow Shift to Fixed-Price
fixed_share_pct: May 42.9% → Jun 40.1% → Jul 38.6% → Aug 37.1%.
Assessment: The fixed-price share has fallen every month since May, three consecutive declines totalling 5.8 points. Aaron's year-in-review flagged the opposite direction over 2025, but that series and this one are not basis-comparable, so treat them as two separate observations rather than a reversal of one trend. Within the SOTU era the direction is unambiguous and it points toward hourly work, not toward packages. At 37.1%, better than a third of postings are still fixed-price, so being able to quote a defined outcome remains worth doing — but do it because it prices the outcome, not because the data says clients are asking for it. They are asking slightly less each month.
Strategic Recommendations
Platform Strategy for Q3/Q4 2026
1. Zapier: Volume Leader
- 1,070 jobs, the largest of the three
- -30.5% since June 2025 — the same drawdown as the others
- Recommendation: Primary platform for breadth of demand. Choose it for client volume, not for a growth arrow.
2. n8n: Technical-Depth Option
- 960 jobs, mid its 805–1,055 SOTU-era band
- -27.9% since June 2025
- Recommendation: Primary or strong secondary for technically-deep, AI-adjacent work. It attracts the agent-building and self-hosted clients.
3. Make.com: Weakest of the Three
- 421 jobs (low August print sits behind capture noise)
- -30.7% since June 2025
- Recommendation: Secondary skill only. Same as all year.
4. CRM: GoHighLevel Is the Bet
- GoHighLevel 600 jobs, near SOTU-era highs, most durable app in the data
- HubSpot the steady enterprise option (single August print behind capture noise)
- Recommendation: Pick one CRM and go deep. GoHighLevel-for-agencies is the best-supported recommendation in this dataset. Ignore month-to-month CRM "rotation" — it's noise.
Application Strategy
High-Value Specializations:
-
AI Systems / Agent Building ($100–250/hr)
- August's top postings are AI/LLM data engineering ($250/hr), GTM/AI-SDR engineering ($200/hr), AI ops agents on Retell + n8n ($150/hr), and senior AI systems architecture ($150/hr)
- The premium is in building production AI, not mentioning it
-
CRM + Automation Specialist ($75–150/hr)
- GoHighLevel holding near highs; HubSpot RevOps work at $120/hr in the examples
- Generic CRM mentions holding ~1,037, the most resilient sub-category
-
Voice AI Integration ($100–150/hr)
- Voice AI at 184 platform mentions; Retell/Vapi-style agent work recurring in premium postings
-
n8n Technical Depth ($80–150/hr)
- n8n threads through the AI-agent and reactivation-campaign premium jobs
Avoid/Deprioritize:
- Trello: single digits territory (14 jobs), near-extinct
- Excel-only: long structural decline (the July spike/August drop is capture noise; direction is down)
- Notion/ClickUp-only as a CRM substitute: structurally weaker than dedicated CRMs
- Generalist platform-only positioning: the market pays for a CRM or AI specialization on top
Rate Strategy for Q3/Q4 2026
Current Market:
- Median: $32.50/hr (single-month dip below the year-long ~$35 line)
- Mean: $36.91/hr (low end of the $38–43 band; one print)
- High-paying ($75+): 78 jobs (read alongside the capture caveat)
- Ultra-premium ($150+): 9 jobs; premium tier: 33 jobs
- Max rate: $250/hr
Positioning:
- Entry: $18–35/hr (the persistent low end; the median lives near here)
- Experienced: $35–50/hr (requires a real specialization to escape the median gravity)
- Specialist: $50–100/hr (CRM + platform + industry or AI)
- Premium: $100–250/hr (production AI systems, agent architecture, voice AI)
Key: The typical job has paid ~$35/hr all year, and August's $32.50 doesn't change that read on one print. Escaping the median requires a genuine specialization — AI building or a deep CRM niche — not a repositioning statement. Package your work: fixed-price is better than a third of the market.
Q3/Q4 2026 Outlook
Expected September–November Trends
- Volume: Expect a market in the low-2,000s per month on the current hybrid basis, drifting gently — Aaron's 2025 series showed a normal late-summer easing (-2.2% Jul→Aug, -6.1% into Sep). Plan for competition per posting, not a rebound.
- Median rate: Watch whether September confirms August's $32.50 or reverts to $35. One sub-$35 print is a wobble, not a re-basing.
- GoHighLevel: The most durable app in the data; watch it hold near 600 as confirmation of agency-CRM demand.
- AI tier: Agent-building, voice AI and LLM pipelines remain the clearest premium driver, but AI vocabulary is losing share of postings four months running. Track whether that decline extends or the July retrieval-layer spike returns.
- Platform mix: Zapier leads, but on share of platform mentions n8n has risen every month since May (34.33 → 36.52 → 39.17) and Make.com has fallen every month (24.68 → 21.50 → 17.18), each step larger than the last. Don't narrate a leadership change; do note the mix is consolidating.
- Fixed-price: 37.1% and down every month since May. Watch whether the slide continues or stabilizes; the drift is toward hourly.
Market Structure Evolution
What's actually happening (SOTU era):
- Volume drifting gently lower, with a normal late-summer softening into August (~88 vs ~97 platform jobs/weekday)
- Median pay near $35/hr all year (Dec and Aug the two downside prints)
- Mean range-bound $38–43, levered by a handful of high postings; August the low end at $36.91
- AI vocabulary losing share of postings four months running (48.75% → 40.82%); naming it is table stakes, the premium is in building it
- GoHighLevel the most durable specialization in the data
What's next:
- A ~2,000–2,600 job/month platform market on the current basis
- Median pay around $35/hr for generalists; specialization the only escape
- AI/agent and CRM specialization the two most durable niches
- Package/outcome pricing on its own merits, noting fixed-price share has fallen three straight months to 37.1%
Methodology
Data Source: Upwork job data scraped via Apify (platform set: jobs mentioning Zapier, Make.com/Integromat, n8n, Power Automate) Analysis Method: Keyword search in job titles and descriptions (substring matching) Rate Calculation: Median and mean of posted hourly maximums where provided (August hourly sample: 928 jobs)
Limitations & measurement notes:
- June 2025 is the clean baseline. May 2025 is missing its first five days and is structurally invalid as a denominator; growth is anchored to June 2025 throughout.
- Counts are keyword mentions and overcount — a job naming two platforms is counted under both. Platform mentions are never summed into a single "total platform jobs" headline; the headline uses unique job counts (2,391).
- The SOTU-era platform counts are not basis-comparable to Aaron's earlier/broad counts. A May-2026 measurement change and a 2026-06-24 hybrid-query cutover both shifted capture; compare rates and share across the boundary, not raw counts.
- August 2026 lost two capture days (2026-08-12, 2026-08-18) which were backfilled at month-end. The backfill partly recovered those days (60 and 55 vs a ~95 weekday norm) and re-tagged ~127 jobs into the platform set, inflating the stored August total ~6% relative to July's measurement. The honest volume comparison is per-weekday over cleanly-captured days measured before the backfill (~88 vs ~97).
- Per-term AI keyword counts overlap heavily and are not a share of jobs. The any-AI-term share IS computable (40.82% in August) and is the only AI figure that should be read as a percentage.
- Rates are posted maximums, not contracted rates. Substring matching may catch incidental mentions (e.g., "excel" in "excellent").
Report Generated: September 2026 Next Update: September 2026 data (expected October 2026) Questions/Feedback: Via GitHub Issues
This analysis is part of the ongoing Upwork Automation Market Analysis project tracking the evolution of the automation consulting marketplace.